Qwen / MODEL EVIDENCE

Qwen-Audio-Chat

2 benchmarks · 414 observations · 2 sources

Scores at a glance

2 benchmarks · large dot: Qwen-Audio-Chat; small dots: closest models where reported

17.7140.38

Qwen-Audio-Chat · Dynamic-SUPERB · LLM-C classification macro average ↗

424 more reported results

38.8778% · Qwen-Audio-Chat · Dynamic-SUPERB · LLM-C classification macro average · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

43.1976% · Qwen-Audio-Chat · Dynamic-SUPERB · Environmental audio · LLM-C macro average · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

45.6194% · Qwen-Audio-Chat · Dynamic-SUPERB · Environmental audio · LLM-C macro average · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

13.5667% · Qwen-Audio-Chat · Dynamic-SUPERB · Music & harmony · LLM-C macro average · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

15.7022% · Qwen-Audio-Chat · Dynamic-SUPERB · Music & harmony · LLM-C macro average · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

31.3217% · Qwen-Audio-Chat · Dynamic-SUPERB · Speech content & structure · LLM-C macro average · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

33.4931% · Qwen-Audio-Chat · Dynamic-SUPERB · Speech content & structure · LLM-C macro average · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

52.44% · Qwen-Audio-Chat · Dynamic-SUPERB · Speech recognition & speakers · LLM-C macro average · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

47.831% · Qwen-Audio-Chat · Dynamic-SUPERB · Speech recognition & speakers · LLM-C macro average · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

40.747% · Qwen-Audio-Chat · Dynamic-SUPERB · Voice & speech behavior · LLM-C macro average · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

44.957% · Qwen-Audio-Chat · Dynamic-SUPERB · Voice & speech behavior · LLM-C macro average · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

44% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · Chord Classification · LLM-C · GPT-4o evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

3% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · MARBLE Key Detection (GiantSteps - Key) · LLM-C · GPT-4o evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

96.76% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · HEAR Music Transcription (MAESTRO) · NAR · GPT-4o evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

8.3438 TER · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · HEAR Music Transcription (MAESTRO) · TER · GPT-4o evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

11.3% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · HEAR Percussion Instruments Tonic Classification (Mridangam Tonic) · LLM-C · GPT-4o evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

0.67% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · Instrument Pitch Classification (Nsynth) · LLM-C · GPT-4o evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

65.5% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · Pitch Extraction By Lyrics (CSD) · NAR · GPT-4o evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

106.45 % TER · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · Pitch Extraction By Lyrics (CSD) · TER · GPT-4o evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

13.33% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · Emotion Classificaiton In Songs (EMOTIFY) · LLM-C · GPT-4o evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

2.7% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · MARBLE Emotion Detection (MTG) · LLM-C · GPT-4o evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

33.67% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · HEAR Music Genre Classification (ISMIR04) · LLM-C · GPT-4o evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

3.2% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · MARBLE Genre Classification (MTG) · LLM-C · GPT-4o evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

4.5% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · MARBLE Music Tagging (MagnaTagATune) · LLM-C · GPT-4o evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

2.9% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · MARBLE Music Tagging (MTG) · LLM-C · GPT-4o evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

8.04% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · Music Genre Classification (FMA) · LLM-C · GPT-4o evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

16.1% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · HEAR Percussion Instruments Classification (Beijing Opera Percussion) · LLM-C · GPT-4o evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

11.5% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · HEAR Percussion Instruments Stroke Classification (Mridangam Stroke) · LLM-C · GPT-4o evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

17.89% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · Instrument Classification (Nsynth) · LLM-C · GPT-4o evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

25.83% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · Instrument Combination Recognition (OpenMIC-2018) · LLM-C · GPT-4o evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

32.67% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · Instrument Source Classification (Nsynth) · LLM-C · GPT-4o evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

6.4% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · MARBLE Instrument Classification (MTG) · LLM-C · GPT-4o evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

17.3% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · Singing Automatic MOS Prediction (SingMOS) · NAR · GPT-4o evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

14.8895 MSE · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · Singing Automatic MOS Prediction (SingMOS) · MSE · GPT-4o evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

0.0712 KTAU · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · Singing Automatic MOS Prediction (SingMOS) · KTAU · GPT-4o evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

0.0824 LCC · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · Singing Automatic MOS Prediction (SingMOS) · LCC · GPT-4o evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

0.0872 SRCC · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · Singing Automatic MOS Prediction (SingMOS) · SRCC · GPT-4o evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

100% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · MARBLE Beat Tracking (ASAP) · NAR · GPT-4o evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

62.73% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · Music Beat Tracking (ASAP) · NAR · GPT-4o evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

157.5917 Miss Time · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · Music Beat Tracking (ASAP) · Miss Time · GPT-4o evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

75% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · Audio Editing Identification (People’s Speech) · NAR · GPT-4o evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

184.695 ACC · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · Audio Editing Identification (People’s Speech) · ACC · GPT-4o evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

49% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · Scene Fake Detection (ASPIRE) · LLM-C · GPT-4o evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

31.43% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · Audio Deep Fake Detection (LJSpeech, WaveFake, MUSDB18HQ) · LLM-C · GPT-4o evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

24.44% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · Singing Voice Deepfake Detection (CtrSVDD, ACEKiSing, M4Singer) · LLM-C · GPT-4o evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

0% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · Audio Duration Prediction (NTUML2021) · NAR · GPT-4o evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

28.985 MSE · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · Audio Duration Prediction (NTUML2021) · MSE · GPT-4o evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

98% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · HEAR Music Speech Classification (MAESTRO, Librispeech) · LLM-C · GPT-4o evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

15.83% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · Sound Effect Detection (RemFx) · LLM-C · GPT-4o evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

45.5% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · Speech Detection (LibriSpeech-TestClean) · LLM-C · GPT-4o evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

44.5% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · Speech Detection (LibriSpeech-TestOther) · LLM-C · GPT-4o evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

57% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · Speech Detection (LJSpeech) · LLM-C · GPT-4o evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

128.67 % WER · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · Children Song Transcript Verification (CSD) · WER · GPT-4o evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

3.3975 Sacre Bleu · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · Lyric Translation (SingSet) · Sacre Bleu · GPT-4o evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

118.41 % MER · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · Song Lyric Recognition (SingSet) · MER · GPT-4o evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

6.5% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · MARBLE Vocal Technique Detection (VocalSet) · LLM-C · GPT-4o evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

12% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · Audio Segment Retrieval (Clotho) · NAR · GPT-4o evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

4.58 % IoU · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · Audio Segment Retrieval (Clotho) · IoU · GPT-4o evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

7.14% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · HEAR Sound Event Detection (DCASE2016 Task2) · LLM-C · GPT-4o evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

38.03% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · Multi-channel Sound Event Understanding (STARSS23) · LLM-C · GPT-4o evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

75.75% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · Animal Classification (WaveSource-Test) · LLM-C · GPT-4o evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

78.5% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · Bird Sound Detection (Warblrb10k) · LLM-C · GPT-4o evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

6% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · Cat Emotion Classification (Cat Sound Classification Dataset V2) · LLM-C · GPT-4o evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

10% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · Cornell Birdcall Identification · LLM-C · GPT-4o evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

82% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · Environmental Sound Classification (ESC50-Animals) · LLM-C · GPT-4o evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

19% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · HEAR Beehive States Classification (Beehive States) · LLM-C · GPT-4o evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

99.17% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · Domestic Environment Sound Event Detection (DESED-PublicEval) · NAR · GPT-4o evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

0 Event-based F1 · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · Domestic Environment Sound EventDetection (DESED-PublicEval) · Event-based F1 · GPT-4o evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

65.5% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · Emergency Traffic Detection (Large-Scale-Audio-dataset) · LLM-C · GPT-4o evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

77% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · Environmental Sound Classification (ESC50-Exterior And Urban Noises) · LLM-C · GPT-4o evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

59% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · Environmental Sound Classification (ESC50-Interior And Domestic Sounds) · LLM-C · GPT-4o evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

78% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · Environmental Sound Classification (ESC50-Natural Soundscapes And Water Sounds) · LLM-C · GPT-4o evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

39.53% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · Environmental Sound Classification (UrbanSound8K-Urban Noises) · LLM-C · GPT-4o evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

56.14% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · Environment Recognition (ESC50) · LLM-C · GPT-4o evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

68.8% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · HEAR Environmental Sound Classification (ESC50) · LLM-C · GPT-4o evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

18.67% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · HEAR Vocal Imitation Classification (Vocal Imitations) · LLM-C · GPT-4o evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

85.5% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · Audio Spatial Distance Prediction (Spatial LibriSpeech) · NAR · GPT-4o evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

1.5011 MEDAE · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · Audio Spatial Distance Prediction (Spatial LibriSpeech) · MEDAE · GPT-4o evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

30% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · How Far Are You (3DSpeaker) · LLM-C · GPT-4o evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

100% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · Sound Position Prediction · NAR · GPT-4o evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

33% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · Dialogue Emotion Classification (Daily Talk) · LLM-C · GPT-4o evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

1.3% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · Emoji Grounded Speech Emotion Recognition (RAVDESS) · LLM-C · GPT-4o evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

0.04% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · Emotion Change Detection (Ravdess) · LLM-C · GPT-4o evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

43.5% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · Emotion Recognition (MELD) · LLM-C · GPT-4o evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

62.5% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · HEAR Emotion Recognition (CREMAD) · LLM-C · GPT-4o evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

70.42% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · SUPERB Emotion Recognition (RAVDESS) · LLM-C · GPT-4o evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

4.12% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · Covid19 Cough Audio Classification (CoughVid) · LLM-C · GPT-4o evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

82% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · Environmental Sound Classification (ESC50-Human And Non Speech Sounds) · LLM-C · GPT-4o evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

27.14% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · Human Non Speech Sound Recognition (Nonspeech7k, CommonVoice) · LLM-C · GPT-4o evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

62.5% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · Human Screaming Detection (Environmentdb) · LLM-C · GPT-4o evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

75.56% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · Vocal Sound Recognition (VocalSound) · LLM-C · GPT-4o evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

5.99% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · Phoneme Segment Counting (Librispeech-words) · NAR · GPT-4o evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

5.42% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · Phoneme Segment Counting (Librispeech-words) · ACC · GPT-4o evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

7.1857 Abs Diff · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · Phoneme Segment Counting (Librispeech-words) · Abs Diff · GPT-4o evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

0.41% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · Phone Segment Counting (VoxAngeles) · NAR · GPT-4o evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

1.77% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · Phone Segment Counting (VoxAngeles) · ACC · GPT-4o evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

3.1286 Abs Diff · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · Phone Segment Counting (VoxAngeles) · Abs Diff · GPT-4o evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

100.58 % PER · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · SUPERB Phoneme Recognition (LibriSpeech-TestClean) · PER · GPT-4o evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

100.62 % PER · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · Phoneme Recognition (LibriSpeech-TestOther) · PER · GPT-4o evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

1.54% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · Phonological Feature Classification (VoxAngeles-Consonant Place Of Articulation) · LLM-C · GPT-4o evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

5.62% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · Phonological Feature Classification (VoxAngeles-Manner Of Articulation) · LLM-C · GPT-4o evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

3.6% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · Phonological Feature Classification (VoxAngeles-Phone) · LLM-C · GPT-4o evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

48.47% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · Phonological Feature Classification (VoxAngeles-Vowel Frontness) · LLM-C · GPT-4o evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

29.53% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · Phonological Feature Classification (VoxAngeles-Vowel Height) · LLM-C · GPT-4o evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

46.44% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · Phonological Feature Classification (VoxAngeles-Vowel Roundedness) · LLM-C · GPT-4o evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

52% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · Heteronym Differentiation (HeteronymEn) · LLM-C · GPT-4o evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

34.44% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · L2 English Accuracy (speechocean762-Ranking) · LLM-C · GPT-4o evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

37.72% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · L2 English Accuracy (speechocean762-scoring) · NAR · GPT-4o evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

0.0293 PCC · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · L2 English Accuracy (speechocean762-scoring) · PCC · GPT-4o evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

23.7% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · Multi-lingual Pronunciation Similarity (VoxAngeles) · LLM-C · GPT-4o evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

26.5% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · Accent Classification (Accentdb Extended) · LLM-C · GPT-4o evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

16.5% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · Stress Detection (MIRSD) · LLM-C · GPT-4o evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

84.38% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · Third Tone Sandhi Recognition (NCCU Corpus of Spoken Taiwan Mandarin) · NAR · GPT-4o evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

0 IoU · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · Third Tone Sandhi Recognition (NCCU Corpus of Spoken Taiwan Mandarin) · IoU · GPT-4o evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

40.28% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · L2 English Fluency (speechocean762-Ranking) · LLM-C · GPT-4o evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

8.75% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · L2 English Fluency (speechocean762-Scoring) · NAR · GPT-4o evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

-0.0422 PCC · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · L2 English Fluency (speechocean762-Scoring) · PCC · GPT-4o evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

34.44% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · L2 English Prosodic (speechocean762-Ranking) · LLM-C · GPT-4o evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

71.47% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · L2 English Prosodic (speechocean762-Scoring) · NAR · GPT-4o evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

0.1446 PCC · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · L2 English Prosodic (speechocean762-Scoring) · PCC · GPT-4o evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

21.62% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · Prosody Naturalness (ProsAudit-Lexical) · LLM-C · GPT-4o evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

25.95% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · Prosody Naturalness (ProsAudit-Protosyntax) · LLM-C · GPT-4o evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

13% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · Spoof Detection (ASVspoof2015) · LLM-C · GPT-4o evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

27% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · Spoof Detection (ASVspoof2017) · LLM-C · GPT-4o evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

48.75% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · Deep Fake Voice Recognition (DEEP-VOICE) · LLM-C · GPT-4o evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

55% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · Enhancement Detection (LibriTTS-TestClean, WHAM) · LLM-C · GPT-4o evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

100% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · Fraud Robocall Recognition (CallHome) · LLM-C · GPT-4o evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

57.89% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · Fraud Robocall Recognition (Promo) · LLM-C · GPT-4o evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

51.28% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · Fraud Robocall Recognition (Robocall) · LLM-C · GPT-4o evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

18% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · HEAR Language Identification (VoxLingua107) · LLM-C · GPT-4o evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

84.5% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · Language Identification (VoxForge) · LLM-C · GPT-4o evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

26% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · Age Classification (Common Voice) · LLM-C · GPT-4o evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

53.5% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · Gender Recognition by Voice (Common Voice) · LLM-C · GPT-4o evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

3.5% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · HEAR Speaker Count Identification (LibriCount) · NAR · GPT-4o evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

10.26% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · HEAR Speaker Count Identification (LibriCount) · ACC · GPT-4o evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

57% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · Multi-Speaker Detection (VCTK) · LLM-C · GPT-4o evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

17.5% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · Speaker Counting (LibriTTS-TestClean) · LLM-C · GPT-4o evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

43.5% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · Speaker Verification (LibriSpeech-TestClean) · LLM-C · GPT-4o evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

47% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · Speaker Verification (LibriSpeech-TestOther) · LLM-C · GPT-4o evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

32.5% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · Speaker Verification (VCTK) · LLM-C · GPT-4o evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

99.5% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · SUPERB Speaker Diarization (Libri2Mix-Test) · NAR · GPT-4o evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

44.26 % DER · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · SUPERB Speaker Diarization (Libri2Mix-Test) · DER · GPT-4o evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

49% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · SUPERB Speaker Verification (SUPERB Hidden Set) · LLM-C · GPT-4o evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

42% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · Noise Detection (LJSpeech, MUSAN-Gaussian) · LLM-C · GPT-4o evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

50.5% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · Noise Detection (LJSpeech, MUSAN-Music) · LLM-C · GPT-4o evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

50.5% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · Noise Detection (LJSpeech, MUSAN-Noise) · LLM-C · GPT-4o evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

50.5% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · Noise Detection (LJSpeech, MUSAN-Speech) · LLM-C · GPT-4o evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

42% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · Noise Detection (VCTK, MUSAN-Music) · LLM-C · GPT-4o evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

44.5% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · Noise Detection (VCTK, MUSAN-Noise) · LLM-C · GPT-4o evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

46.5% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · Noise Detection (VCTK, MUSAN-Speech) · LLM-C · GPT-4o evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

45.5% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · Noise Detection (VCTK, MUSAN-Gaussian) · LLM-C · GPT-4o evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

13% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · Noise SNR Level Prediction (VCTK, MUSAN-Gaussian) · LLM-C · GPT-4o evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

10% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · Noise SNR Level Prediction (VCTK, MUSAN-Music) · LLM-C · GPT-4o evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

7.5% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · Noise SNR Level Prediction (VCTK, MUSAN-Noise) · LLM-C · GPT-4o evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

14% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · Noise SNR Level Prediction (VCTK, MUSAN-Speech) · LLM-C · GPT-4o evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

28% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · Reverberation Detection (LJSpeech, RirsNoises-LargeRoom) · LLM-C · GPT-4o evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

31% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · Reverberation Detection (LJSpeech, RirsNoises-MediumRoom) · LLM-C · GPT-4o evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

24% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · Reverberation Detection (LJSpeech, RirsNoises-SmallRoom) · LLM-C · GPT-4o evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

18% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · Reverberation Detection (VCTK, RirsNoises-LargeRoom) · LLM-C · GPT-4o evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

20% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · Reverberation Detection (VCTK, RirsNoises-MediumRoom) · LLM-C · GPT-4o evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

17.5% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · Reverberation Detection (VCTK, RirsNoises-SmallRoom) · LLM-C · GPT-4o evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

32.8% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · N-Best Correction (Librispeech-TestOther) · LLM-C · GPT-4o evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

96.81 % WER · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · AAVE Speech Recognition (CORAAL) · WER · GPT-4o evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

165.54 % MER · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · Code-switch Speech Recognition (NTUML2021) · MER · GPT-4o evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

1.6% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · Code-Switching Speech Recognition (ASCEND) · NAR · GPT-4o evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

44.31% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · Code-Switching Speech Recognition (ASCEND) · ACC · GPT-4o evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

79.6 % WER · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · Multi-Lingual Speech Recognition (MLS-de) · WER · GPT-4o evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

27.97 % WER · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · Multi-Lingual Speech Recognition (MLS-en) · WER · GPT-4o evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

58.82 % WER · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · Multi-Lingual Speech Recognition (MLS-es) · WER · GPT-4o evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

46.27 % WER · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · Multi-Lingual Speech Recognition (MLS-fr) · WER · GPT-4o evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

56.55 % WER · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · Multi-Lingual Speech Recognition (MLS-it) · WER · GPT-4o evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

140.01 % WER · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · Multi-Lingual Speech Recognition (MLS-nl) · WER · GPT-4o evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

278.19 % WER · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · Multi-Lingual Speech Recognition (MLS-pl) · WER · GPT-4o evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

117.33 % WER · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · Multi-Lingual Speech Recognition (MLS-pt) · WER · GPT-4o evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

233.85 % WER · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · PTBR Speech Recognition (Common Voice) · WER · GPT-4o evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

69.35 % WER · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · SUPERB ASR (LibriSpeech-TestClean) · WER · GPT-4o evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

79.53 % WER · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · ASR (LibriSpeech-TestOther) · WER · GPT-4o evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

289.25 % WER · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · SUPERB OOD ASR (Ar) (Common Voice) · WER · GPT-4o evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

100.83 % WER · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · SUPERB OOD ASR (Es) (Common Voice) · WER · GPT-4o evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

92.17 % WER · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · SUPERB OOD ASR (Spontaneous) (CHIME6-Test) · WER · GPT-4o evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

449.32 % CER · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · SUPERB OOD ASR (Zh) (Common Voice) · CER · GPT-4o evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

207.01 % WER · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · Target Speaker ASR (AMI-test) · WER · GPT-4o evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

58% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · Multi-Speaker Detection (LibriSpeech-TestClean) · LLM-C · GPT-4o evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

0.67% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · Speech Command Recognition (AudioMNIST) · NAR · GPT-4o evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

96.24% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · Speech Command Recognition (AudioMNIST) · ACC · GPT-4o evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

64% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · Speech Text Matching (LibriSpeech-TestClean) · LLM-C · GPT-4o evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

66% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · Speech Text Matching (LibriSpeech-TestOther) · LLM-C · GPT-4o evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

67% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · Speech Text Matching (LJSpeech) · LLM-C · GPT-4o evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

77% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · Spoken Term Detection (LibriSpeech-TestClean) · LLM-C · GPT-4o evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

72.5% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · Spoken Term Detection (LibriSpeech-TestOther) · LLM-C · GPT-4o evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

74.5% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · Spoken Term Detection (LJSpeech) · LLM-C · GPT-4o evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

60.5% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · SUPERB Keyword Spotting (Speech Commands V1-Test) · LLM-C · GPT-4o evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

48% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · SUPERB Query by Example (Quesst14-Eval) · LLM-C · GPT-4o evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

50.5% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · Stuttering Detection (SEP28k) · LLM-C · GPT-4o evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

13.46% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · Voice Disorder Classification (VOICED) · LLM-C · GPT-4o evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

51.85% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · Conversation Matching · LLM-C · GPT-4o evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

5% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · Dialogue Act Classification (SLUE-HVB) · LLM-C · GPT-4o evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

42% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · Dialogue Act Classification (Daily Talk) · LLM-C · GPT-4o evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

43.5% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · Dialogue Act Pairing (Daily Talk) · LLM-C · GPT-4o evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

26.5% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · SUPERB Intent Classification (SLURP) · LLM-C · GPT-4o evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

44% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · SUPERB Intent Classification (SLURP-Action) · LLM-C · GPT-4o evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

68.5% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · SUPERB Intent Classification (SLURP-Intent) · LLM-C · GPT-4o evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

100% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · Named Entity Localization (SLUE-VoxPopuli) · NAR · GPT-4o evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

95.11% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · Named Entity Recognition (SLUE-VoxPopuli) · NAR · GPT-4o evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

0 IoU · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · Named Entity Recognition (SLUE-VoxPopuli) · IoU · GPT-4o evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

42.5% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · Sarcasm Detection (Mustard) · LLM-C · GPT-4o evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

42.8% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · Semantic Textual Similarity (SpokenSTS) · LLM-C · GPT-4o evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

38.5% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · Speech Sentiment Analysis (MELD) · LLM-C · GPT-4o evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

15% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · Spoken Digit Arithmetic (AudioMNIST) · LLM-C · GPT-4o evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

51% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · SUPERB Slot Filling (AudioSnips-Test) · NAR · GPT-4o evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

0.8616 Slot Type F1 · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · SUPERB Slot Filling (AudioSnips-Test) · Slot Type F1 · GPT-4o evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

0.4417 Slot Value CER · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · SUPERB Slot Filling (AudioSnips-Test) · Slot Value CER · GPT-4o evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

27.5% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · Code-Switching Semantic Grammar Acceptability Comparison (CSZS-zh-en) · LLM-C · GPT-4o evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

21.08% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · Nonce Word Detection (sWUGGY) · LLM-C · GPT-4o evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

3.062 POS · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · PoS Estimation (LibriTTS) · GPT-4o evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

2.158 POS · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · PoS Estimation with transcription (LibriTTS) · GPT-4o evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

28.97% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · Sentence Grammar Acceptability (sBLIMP) · LLM-C · GPT-4o evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

6.9846 Sacre Bleu · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · SUPERB Speech Translation (CoVoST2-Test) · Sacre Bleu · GPT-4o evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

43% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · Chord Classification · LLM-C · Llama-3.1-8B-Instruct evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

3% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · MARBLE Key Detection (GiantSteps - Key) · LLM-C · Llama-3.1-8B-Instruct evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

97.3% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · HEAR Music Transcription (MAESTRO) · NAR · Llama-3.1-8B-Instruct evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

99.54 % TER · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · HEAR Music Transcription (MAESTRO) · TER · Llama-3.1-8B-Instruct evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

14% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · HEAR Percussion Instruments Tonic Classification (Mridangam Tonic) · LLM-C · Llama-3.1-8B-Instruct evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

1.6% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · Instrument Pitch Classification (Nsynth) · LLM-C · Llama-3.1-8B-Instruct evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

76.5% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · Pitch Extraction By Lyrics (CSD) · NAR · Llama-3.1-8B-Instruct evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

2.33 TER · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · Pitch Extraction By Lyrics (CSD) · TER · Llama-3.1-8B-Instruct evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

21.7% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · Emotion Classificaiton In Songs (EMOTIFY) · LLM-C · Llama-3.1-8B-Instruct evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

9.9% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · MARBLE Emotion Detection (MTG) · LLM-C · Llama-3.1-8B-Instruct evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

31.66% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · HEAR Music Genre Classification (ISMIR04) · LLM-C · Llama-3.1-8B-Instruct evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

5.6% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · MARBLE Genre Classification (MTG) · LLM-C · Llama-3.1-8B-Instruct evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

5% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · MARBLE Music Tagging (MagnaTagATune) · LLM-C · Llama-3.1-8B-Instruct evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

4.5% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · MARBLE Music Tagging (MTG) · LLM-C · Llama-3.1-8B-Instruct evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

8% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · Music Genre Classification (FMA) · LLM-C · Llama-3.1-8B-Instruct evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

16.48% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · HEAR Percussion Instruments Classification (Beijing Opera Percussion) · LLM-C · Llama-3.1-8B-Instruct evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

12% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · HEAR Percussion Instruments Stroke Classification (Mridangam Stroke) · LLM-C · Llama-3.1-8B-Instruct evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

21.3% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · Instrument Classification (Nsynth) · LLM-C · Llama-3.1-8B-Instruct evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

33.6% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · Instrument Combination Recognition (OpenMIC-2018) · LLM-C · Llama-3.1-8B-Instruct evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

37.1% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · Instrument Source Classification (Nsynth) · LLM-C · Llama-3.1-8B-Instruct evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

6.7% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · MARBLE Instrument Classification (MTG) · LLM-C · Llama-3.1-8B-Instruct evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

17.3% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · Singing Automatic MOS Prediction (SingMOS) · NAR · Llama-3.1-8B-Instruct evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

14.89 MSE · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · Singing Automatic MOS Prediction (SingMOS) · MSE · Llama-3.1-8B-Instruct evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

0.071 KTAU · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · Singing Automatic MOS Prediction (SingMOS) · KTAU · Llama-3.1-8B-Instruct evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

0.082 LCC · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · Singing Automatic MOS Prediction (SingMOS) · LCC · Llama-3.1-8B-Instruct evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

0.087 SRCC · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · Singing Automatic MOS Prediction (SingMOS) · SRCC · Llama-3.1-8B-Instruct evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

100% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · MARBLE Beat Tracking (ASAP) · NAR · Llama-3.1-8B-Instruct evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

51.82% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · Music Beat Tracking (ASAP) · NAR · Llama-3.1-8B-Instruct evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

131.764 Miss Time · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · Music Beat Tracking (ASAP) · Miss Time · Llama-3.1-8B-Instruct evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

46.88% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · Audio Editing Identification (People’s Speech) · NAR · Llama-3.1-8B-Instruct evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

123.37 ACC · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · Audio Editing Identification (People’s Speech) · ACC · Llama-3.1-8B-Instruct evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

49% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · Scene Fake Detection (ASPIRE) · LLM-C · Llama-3.1-8B-Instruct evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

36% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · Audio Deep Fake Detection (LJSpeech, WaveFake, MUSDB18HQ) · LLM-C · Llama-3.1-8B-Instruct evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

29.7% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · Singing Voice Deepfake Detection (CtrSVDD, ACEKiSing, M4Singer) · LLM-C · Llama-3.1-8B-Instruct evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

0% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · Audio Duration Prediction (NTUML2021) · NAR · Llama-3.1-8B-Instruct evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

28.94 MSE · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · Audio Duration Prediction (NTUML2021) · MSE · Llama-3.1-8B-Instruct evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

94% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · HEAR Music Speech Classification (MAESTRO, Librispeech) · LLM-C · Llama-3.1-8B-Instruct evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

17% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · Sound Effect Detection (RemFx) · LLM-C · Llama-3.1-8B-Instruct evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

45.5% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · Speech Detection (LibriSpeech-TestClean) · LLM-C · Llama-3.1-8B-Instruct evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

45% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · Speech Detection (LibriSpeech-TestOther) · LLM-C · Llama-3.1-8B-Instruct evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

56.5% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · Speech Detection (LJSpeech) · LLM-C · Llama-3.1-8B-Instruct evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

128.7 % WER · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · Children Song Transcript Verification (CSD) · WER · Llama-3.1-8B-Instruct evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

3.397 Sacre Bleu · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · Lyric Translation (SingSet) · Sacre Bleu · Llama-3.1-8B-Instruct evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

1.1841 MER · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · Song Lyric Recognition (SingSet) · MER · Llama-3.1-8B-Instruct evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

7.5% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · MARBLE Vocal Technique Detection (VocalSet) · LLM-C · Llama-3.1-8B-Instruct evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

42% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · Audio Segment Retrieval (Clotho) · NAR · Llama-3.1-8B-Instruct evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

0.057 IoU · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · Audio Segment Retrieval (Clotho) · IoU · Llama-3.1-8B-Instruct evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

0% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · HEAR Sound Event Detection (DCASE2016 Task2) · LLM-C · Llama-3.1-8B-Instruct evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

38% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · Multi-channel Sound Event Understanding (STARSS23) · LLM-C · Llama-3.1-8B-Instruct evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

75.8% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · Animal Classification (WaveSource-Test) · LLM-C · Llama-3.1-8B-Instruct evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

78.5% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · Bird Sound Detection (Warblrb10k) · LLM-C · Llama-3.1-8B-Instruct evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

4% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · Cat Emotion Classification (Cat Sound Classification Dataset V2) · LLM-C · Llama-3.1-8B-Instruct evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

10% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · Cornell Birdcall Identification · LLM-C · Llama-3.1-8B-Instruct evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

78% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · Environmental Sound Classification (ESC50-Animals) · LLM-C · Llama-3.1-8B-Instruct evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

56% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · HEAR Beehive States Classification (Beehive States) · LLM-C · Llama-3.1-8B-Instruct evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

99.44% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · Domestic Environment Sound Event Detection (DESED-PublicEval) · NAR · Llama-3.1-8B-Instruct evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

0.168 Event-based F1 · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · Domestic Environment Sound EventDetection (DESED-PublicEval) · Event-based F1 · Llama-3.1-8B-Instruct evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

66% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · Emergency Traffic Detection (Large-Scale-Audio-dataset) · LLM-C · Llama-3.1-8B-Instruct evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

67.5% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · Environmental Sound Classification (ESC50-Exterior And Urban Noises) · LLM-C · Llama-3.1-8B-Instruct evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

56.5% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · Environmental Sound Classification (ESC50-Interior And Domestic Sounds) · LLM-C · Llama-3.1-8B-Instruct evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

68.5% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · Environmental Sound Classification (ESC50-Natural Soundscapes And Water Sounds) · LLM-C · Llama-3.1-8B-Instruct evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

35.1% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · Environmental Sound Classification (UrbanSound8K-Urban Noises) · LLM-C · Llama-3.1-8B-Instruct evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

68.4% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · Environment Recognition (ESC50) · LLM-C · Llama-3.1-8B-Instruct evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

73% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · HEAR Environmental Sound Classification (ESC50) · LLM-C · Llama-3.1-8B-Instruct evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

17.83% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · HEAR Vocal Imitation Classification (Vocal Imitations) · LLM-C · Llama-3.1-8B-Instruct evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

80% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · Audio Spatial Distance Prediction (Spatial LibriSpeech) · NAR · Llama-3.1-8B-Instruct evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

1.313 MEDAE · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · Audio Spatial Distance Prediction (Spatial LibriSpeech) · MEDAE · Llama-3.1-8B-Instruct evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

30% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · How Far Are You (3DSpeaker) · LLM-C · Llama-3.1-8B-Instruct evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

100% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · Sound Position Prediction · NAR · Llama-3.1-8B-Instruct evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

33.5% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · Dialogue Emotion Classification (Daily Talk) · LLM-C · Llama-3.1-8B-Instruct evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

3.5% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · Emoji Grounded Speech Emotion Recognition (RAVDESS) · LLM-C · Llama-3.1-8B-Instruct evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

1% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · Emotion Change Detection (Ravdess) · LLM-C · Llama-3.1-8B-Instruct evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

43.5% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · Emotion Recognition (MELD) · LLM-C · Llama-3.1-8B-Instruct evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

64% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · HEAR Emotion Recognition (CREMAD) · LLM-C · Llama-3.1-8B-Instruct evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

70.42% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · SUPERB Emotion Recognition (RAVDESS) · LLM-C · Llama-3.1-8B-Instruct evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

9.3% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · Covid19 Cough Audio Classification (CoughVid) · LLM-C · Llama-3.1-8B-Instruct evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

77% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · Environmental Sound Classification (ESC50-Human And Non Speech Sounds) · LLM-C · Llama-3.1-8B-Instruct evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

27.9% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · Human Non Speech Sound Recognition (Nonspeech7k, CommonVoice) · LLM-C · Llama-3.1-8B-Instruct evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

62.5% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · Human Screaming Detection (Environmentdb) · LLM-C · Llama-3.1-8B-Instruct evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

75.7% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · Vocal Sound Recognition (VocalSound) · LLM-C · Llama-3.1-8B-Instruct evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

9.52% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · Phoneme Segment Counting (Librispeech-words) · NAR · Llama-3.1-8B-Instruct evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

0.054 ACC · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · Phoneme Segment Counting (Librispeech-words) · ACC · Llama-3.1-8B-Instruct evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

7.111 Abs Diff · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · Phoneme Segment Counting (Librispeech-words) · Abs Diff · Llama-3.1-8B-Instruct evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

12.3% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · Phone Segment Counting (VoxAngeles) · NAR · Llama-3.1-8B-Instruct evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

0.073 ACC · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · Phone Segment Counting (VoxAngeles) · ACC · Llama-3.1-8B-Instruct evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

2.859 Abs Diff · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · Phone Segment Counting (VoxAngeles) · Abs Diff · Llama-3.1-8B-Instruct evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

100.58 % PER · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · SUPERB Phoneme Recognition (LibriSpeech-TestClean) · PER · Llama-3.1-8B-Instruct evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

100.62 % PER · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · Phoneme Recognition (LibriSpeech-TestOther) · PER · Llama-3.1-8B-Instruct evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

4.4% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · Phonological Feature Classification (VoxAngeles-Consonant Place Of Articulation) · LLM-C · Llama-3.1-8B-Instruct evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

5.5% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · Phonological Feature Classification (VoxAngeles-Manner Of Articulation) · LLM-C · Llama-3.1-8B-Instruct evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

9.5% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · Phonological Feature Classification (VoxAngeles-Phone) · LLM-C · Llama-3.1-8B-Instruct evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

50.5% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · Phonological Feature Classification (VoxAngeles-Vowel Frontness) · LLM-C · Llama-3.1-8B-Instruct evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

30.8% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · Phonological Feature Classification (VoxAngeles-Vowel Height) · LLM-C · Llama-3.1-8B-Instruct evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

46.4% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · Phonological Feature Classification (VoxAngeles-Vowel Roundedness) · LLM-C · Llama-3.1-8B-Instruct evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

45% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · Heteronym Differentiation (HeteronymEn) · LLM-C · Llama-3.1-8B-Instruct evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

35.3% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · L2 English Accuracy (speechocean762-Ranking) · LLM-C · Llama-3.1-8B-Instruct evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

10.47% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · L2 English Accuracy (speechocean762-scoring) · NAR · Llama-3.1-8B-Instruct evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

0.025 PCC · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · L2 English Accuracy (speechocean762-scoring) · PCC · Llama-3.1-8B-Instruct evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

14.8% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · Multi-lingual Pronunciation Similarity (VoxAngeles) · LLM-C · Llama-3.1-8B-Instruct evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

24% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · Accent Classification (Accentdb Extended) · LLM-C · Llama-3.1-8B-Instruct evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

9.5% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · Stress Detection (MIRSD) · LLM-C · Llama-3.1-8B-Instruct evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

62.5% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · Third Tone Sandhi Recognition (NCCU Corpus of Spoken Taiwan Mandarin) · NAR · Llama-3.1-8B-Instruct evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

0.083 IoU · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · Third Tone Sandhi Recognition (NCCU Corpus of Spoken Taiwan Mandarin) · IoU · Llama-3.1-8B-Instruct evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

51.9% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · L2 English Fluency (speechocean762-Ranking) · LLM-C · Llama-3.1-8B-Instruct evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

2.42% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · L2 English Fluency (speechocean762-Scoring) · NAR · Llama-3.1-8B-Instruct evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

0.046 PCC · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · L2 English Fluency (speechocean762-Scoring) · PCC · Llama-3.1-8B-Instruct evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

36.1% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · L2 English Prosodic (speechocean762-Ranking) · LLM-C · Llama-3.1-8B-Instruct evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

26.92% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · L2 English Prosodic (speechocean762-Scoring) · NAR · Llama-3.1-8B-Instruct evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

0.493 PCC · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · L2 English Prosodic (speechocean762-Scoring) · PCC · Llama-3.1-8B-Instruct evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

32% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · Prosody Naturalness (ProsAudit-Lexical) · LLM-C · Llama-3.1-8B-Instruct evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

36.3% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · Prosody Naturalness (ProsAudit-Protosyntax) · LLM-C · Llama-3.1-8B-Instruct evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

13% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · Spoof Detection (ASVspoof2015) · LLM-C · Llama-3.1-8B-Instruct evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

28% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · Spoof Detection (ASVspoof2017) · LLM-C · Llama-3.1-8B-Instruct evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

49.5% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · Deep Fake Voice Recognition (DEEP-VOICE) · LLM-C · Llama-3.1-8B-Instruct evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

59% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · Enhancement Detection (LibriTTS-TestClean, WHAM) · LLM-C · Llama-3.1-8B-Instruct evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

100% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · Fraud Robocall Recognition (CallHome) · LLM-C · Llama-3.1-8B-Instruct evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

42.1% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · Fraud Robocall Recognition (Promo) · LLM-C · Llama-3.1-8B-Instruct evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

74.4% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · Fraud Robocall Recognition (Robocall) · LLM-C · Llama-3.1-8B-Instruct evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

26.02% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · HEAR Language Identification (VoxLingua107) · LLM-C · Llama-3.1-8B-Instruct evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

84.5% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · Language Identification (VoxForge) · LLM-C · Llama-3.1-8B-Instruct evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

24.5% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · Age Classification (Common Voice) · LLM-C · Llama-3.1-8B-Instruct evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

53.5% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · Gender Recognition by Voice (Common Voice) · LLM-C · Llama-3.1-8B-Instruct evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

10.7% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · HEAR Speaker Count Identification (LibriCount) · NAR · Llama-3.1-8B-Instruct evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

12.21% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · HEAR Speaker Count Identification (LibriCount) · ACC · Llama-3.1-8B-Instruct evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

50% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · Multi-Speaker Detection (VCTK) · LLM-C · Llama-3.1-8B-Instruct evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

17.5% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · Speaker Counting (LibriTTS-TestClean) · LLM-C · Llama-3.1-8B-Instruct evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

43.5% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · Speaker Verification (LibriSpeech-TestClean) · LLM-C · Llama-3.1-8B-Instruct evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

48% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · Speaker Verification (LibriSpeech-TestOther) · LLM-C · Llama-3.1-8B-Instruct evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

44% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · Speaker Verification (VCTK) · LLM-C · Llama-3.1-8B-Instruct evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

100% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · SUPERB Speaker Diarization (Libri2Mix-Test) · NAR · Llama-3.1-8B-Instruct evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

52% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · SUPERB Speaker Verification (SUPERB Hidden Set) · LLM-C · Llama-3.1-8B-Instruct evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

42% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · Noise Detection (LJSpeech, MUSAN-Gaussian) · LLM-C · Llama-3.1-8B-Instruct evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

50.5% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · Noise Detection (LJSpeech, MUSAN-Music) · LLM-C · Llama-3.1-8B-Instruct evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

50.5% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · Noise Detection (LJSpeech, MUSAN-Noise) · LLM-C · Llama-3.1-8B-Instruct evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

50.5% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · Noise Detection (LJSpeech, MUSAN-Speech) · LLM-C · Llama-3.1-8B-Instruct evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

42% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · Noise Detection (VCTK, MUSAN-Music) · LLM-C · Llama-3.1-8B-Instruct evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

44.5% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · Noise Detection (VCTK, MUSAN-Noise) · LLM-C · Llama-3.1-8B-Instruct evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

45.5% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · Noise Detection (VCTK, MUSAN-Speech) · LLM-C · Llama-3.1-8B-Instruct evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

45.5% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · Noise Detection (VCTK, MUSAN-Gaussian) · LLM-C · Llama-3.1-8B-Instruct evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

15% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · Noise SNR Level Prediction (VCTK, MUSAN-Gaussian) · LLM-C · Llama-3.1-8B-Instruct evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

14.5% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · Noise SNR Level Prediction (VCTK, MUSAN-Music) · LLM-C · Llama-3.1-8B-Instruct evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

10.5% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · Noise SNR Level Prediction (VCTK, MUSAN-Noise) · LLM-C · Llama-3.1-8B-Instruct evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

17.5% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · Noise SNR Level Prediction (VCTK, MUSAN-Speech) · LLM-C · Llama-3.1-8B-Instruct evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

54.5% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · Reverberation Detection (LJSpeech, RirsNoises-LargeRoom) · LLM-C · Llama-3.1-8B-Instruct evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

53.5% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · Reverberation Detection (LJSpeech, RirsNoises-MediumRoom) · LLM-C · Llama-3.1-8B-Instruct evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

43.5% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · Reverberation Detection (LJSpeech, RirsNoises-SmallRoom) · LLM-C · Llama-3.1-8B-Instruct evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

63% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · Reverberation Detection (VCTK, RirsNoises-LargeRoom) · LLM-C · Llama-3.1-8B-Instruct evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

53% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · Reverberation Detection (VCTK, RirsNoises-MediumRoom) · LLM-C · Llama-3.1-8B-Instruct evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

47.5% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · Reverberation Detection (VCTK, RirsNoises-SmallRoom) · LLM-C · Llama-3.1-8B-Instruct evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

42.6% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · N-Best Correction (Librispeech-TestOther) · LLM-C · Llama-3.1-8B-Instruct evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

96.8 % WER · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · AAVE Speech Recognition (CORAAL) · WER · Llama-3.1-8B-Instruct evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

165.54 % MER · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · Code-switch Speech Recognition (NTUML2021) · MER · Llama-3.1-8B-Instruct evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

1.6% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · Code-Switching Speech Recognition (ASCEND) · NAR · Llama-3.1-8B-Instruct evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

44.31% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · Code-Switching Speech Recognition (ASCEND) · ACC · Llama-3.1-8B-Instruct evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

79.6 % WER · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · Multi-Lingual Speech Recognition (MLS-de) · WER · Llama-3.1-8B-Instruct evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

27.97 % WER · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · Multi-Lingual Speech Recognition (MLS-en) · WER · Llama-3.1-8B-Instruct evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

58.82 % WER · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · Multi-Lingual Speech Recognition (MLS-es) · WER · Llama-3.1-8B-Instruct evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

46.27 % WER · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · Multi-Lingual Speech Recognition (MLS-fr) · WER · Llama-3.1-8B-Instruct evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

56.55 % WER · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · Multi-Lingual Speech Recognition (MLS-it) · WER · Llama-3.1-8B-Instruct evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

140.01 % WER · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · Multi-Lingual Speech Recognition (MLS-nl) · WER · Llama-3.1-8B-Instruct evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

278.19 % WER · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · Multi-Lingual Speech Recognition (MLS-pl) · WER · Llama-3.1-8B-Instruct evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

117.33 % WER · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · Multi-Lingual Speech Recognition (MLS-pt) · WER · Llama-3.1-8B-Instruct evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

233.85 % WER · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · PTBR Speech Recognition (Common Voice) · WER · Llama-3.1-8B-Instruct evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

69.35 % WER · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · SUPERB ASR (LibriSpeech-TestClean) · WER · Llama-3.1-8B-Instruct evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

79.53 % WER · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · ASR (LibriSpeech-TestOther) · WER · Llama-3.1-8B-Instruct evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

289.25 % WER · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · SUPERB OOD ASR (Ar) (Common Voice) · WER · Llama-3.1-8B-Instruct evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

100.83 % WER · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · SUPERB OOD ASR (Es) (Common Voice) · WER · Llama-3.1-8B-Instruct evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

92.17 % WER · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · SUPERB OOD ASR (Spontaneous) (CHIME6-Test) · WER · Llama-3.1-8B-Instruct evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

449.32 % CER · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · SUPERB OOD ASR (Zh) (Common Voice) · CER · Llama-3.1-8B-Instruct evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

207.01 % WER · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · Target Speaker ASR (AMI-test) · WER · Llama-3.1-8B-Instruct evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

50.5% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · Multi-Speaker Detection (LibriSpeech-TestClean) · LLM-C · Llama-3.1-8B-Instruct evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

0.93% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · Speech Command Recognition (AudioMNIST) · NAR · Llama-3.1-8B-Instruct evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

0.962 ACC · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · Speech Command Recognition (AudioMNIST) · ACC · Llama-3.1-8B-Instruct evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

68% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · Speech Text Matching (LibriSpeech-TestClean) · LLM-C · Llama-3.1-8B-Instruct evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

72% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · Speech Text Matching (LibriSpeech-TestOther) · LLM-C · Llama-3.1-8B-Instruct evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

64.5% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · Speech Text Matching (LJSpeech) · LLM-C · Llama-3.1-8B-Instruct evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

52.5% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · Spoken Term Detection (LibriSpeech-TestClean) · LLM-C · Llama-3.1-8B-Instruct evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

48.5% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · Spoken Term Detection (LibriSpeech-TestOther) · LLM-C · Llama-3.1-8B-Instruct evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

47% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · Spoken Term Detection (LJSpeech) · LLM-C · Llama-3.1-8B-Instruct evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

30% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · SUPERB Keyword Spotting (Speech Commands V1-Test) · LLM-C · Llama-3.1-8B-Instruct evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

37.5% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · SUPERB Query by Example (Quesst14-Eval) · LLM-C · Llama-3.1-8B-Instruct evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

50.2% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · Stuttering Detection (SEP28k) · LLM-C · Llama-3.1-8B-Instruct evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

19.7% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · Voice Disorder Classification (VOICED) · LLM-C · Llama-3.1-8B-Instruct evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

51.9% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · Conversation Matching · LLM-C · Llama-3.1-8B-Instruct evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

9.4% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · Dialogue Act Classification (SLUE-HVB) · LLM-C · Llama-3.1-8B-Instruct evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

43.5% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · Dialogue Act Classification (Daily Talk) · LLM-C · Llama-3.1-8B-Instruct evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

43% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · Dialogue Act Pairing (Daily Talk) · LLM-C · Llama-3.1-8B-Instruct evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

31% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · SUPERB Intent Classification (SLURP) · LLM-C · Llama-3.1-8B-Instruct evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

27.5% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · SUPERB Intent Classification (SLURP-Action) · LLM-C · Llama-3.1-8B-Instruct evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

48.5% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · SUPERB Intent Classification (SLURP-Intent) · LLM-C · Llama-3.1-8B-Instruct evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

100% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · Named Entity Localization (SLUE-VoxPopuli) · NAR · Llama-3.1-8B-Instruct evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

44.57% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · Named Entity Recognition (SLUE-VoxPopuli) · NAR · Llama-3.1-8B-Instruct evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

0.029 IoU · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · Named Entity Recognition (SLUE-VoxPopuli) · IoU · Llama-3.1-8B-Instruct evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

44% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · Sarcasm Detection (Mustard) · LLM-C · Llama-3.1-8B-Instruct evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

22% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · Semantic Textual Similarity (SpokenSTS) · LLM-C · Llama-3.1-8B-Instruct evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

38.5% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · Speech Sentiment Analysis (MELD) · LLM-C · Llama-3.1-8B-Instruct evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

51.5% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · Spoken Digit Arithmetic (AudioMNIST) · LLM-C · Llama-3.1-8B-Instruct evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

41.5% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · SUPERB Slot Filling (AudioSnips-Test) · NAR · Llama-3.1-8B-Instruct evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

0.865 Slot Type F1 · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · SUPERB Slot Filling (AudioSnips-Test) · Slot Type F1 · Llama-3.1-8B-Instruct evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

0.46 Slot Value CER · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · SUPERB Slot Filling (AudioSnips-Test) · Slot Value CER · Llama-3.1-8B-Instruct evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

45.5% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · Code-Switching Semantic Grammar Acceptability Comparison (CSZS-zh-en) · LLM-C · Llama-3.1-8B-Instruct evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

32.2% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · Nonce Word Detection (sWUGGY) · LLM-C · Llama-3.1-8B-Instruct evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

3.062 POS · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · PoS Estimation (LibriTTS) · Llama-3.1-8B-Instruct evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

2.158 POS · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · PoS Estimation with transcription (LibriTTS) · Llama-3.1-8B-Instruct evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

50.8% · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · Sentence Grammar Acceptability (sBLIMP) · LLM-C · Llama-3.1-8B-Instruct evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

6.9846 Sacre Bleu · Qwen-Audio-Chat · BigAudioBench / Dynamic-SUPERB · Dynamic-SUPERB Phase 2 · SUPERB Speech Translation (CoVoST2-Test) · Sacre Bleu · Llama-3.1-8B-Instruct evaluator · source task-level evaluation · Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks ↗

Closest models by score

Similar positions on shared benchmark leaderboards. Smaller gaps are closer.

54.9 percentile-point gap

2 of 2 shared benchmark comparisons

How similarity is measured

Mean absolute gap in percentile positions on shared benchmark settings; lower is closer. At least 60% overlap is required, with a minimum of three when available. Independent evaluations are used when there are at least three; otherwise published report comparisons are used. Repeated model observations within one setting are averaged before ranking. Writing-style traits and composite indices are excluded. This describes similarity, not an overall quality ranking.

Sources

Every plotted observation links to its evaluation. Reported configurations, benchmark versions and task subsets can differ; similarity describes shared scores, not training lift.

  1. MMAU: A Massive Multi-Task Audio Understanding and Reasoning Benchmark — published result table ↗

    S Sakshi, Utkarsh Tyagi, Sonal Kumar, Ashish Seth, Ramaneswaran Selvakumar, Oriol Nieto et al. · 2024

    All 9 authors

    S Sakshi, Utkarsh Tyagi, Sonal Kumar, Ashish Seth, Ramaneswaran Selvakumar, Oriol Nieto, Ramani Duraiswami, Sreyan Ghosh, Dinesh Manocha

  2. Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks — published result table ↗

    Huang, Chien-yu, Chen, Wei-Chih, Yang, Shu-wen, Liu, Andy T., Li, Chen-An, Lin, Yu-Xiang et al. · 2024

    All 80 authors

    Huang, Chien-yu, Chen, Wei-Chih, Yang, Shu-wen, Liu, Andy T., Li, Chen-An, Lin, Yu-Xiang, Tseng, Wei-Cheng, Diwan, Anuj, Shih, Yi-Jen, Shi, Jiatong, Chen, William, Yang, Chih-Kai, Ren, Wenze, Chen, Xuanjun, Hsiao, Chi-Yuan, Peng, Puyuan, Wang, Shih-Heng, Kuan, Chun-Yi, Lu, Ke-Han, Chang, Kai-Wei, Ritter-Gutierrez, Fabian, Huang, Kuan-Po, Arora, Siddhant, Lin, You-Kuan, Chuang, Ming To, Yeo, Eunjung, Chang, Kalvin, Chien, Chung-Ming, Choi, Kwanghee, Wang, Jun-You, Hsieh, Cheng-Hsiu, Lin, Yi-Cheng, Yu, Chee-En, Chiu, I-Hsiang, Guimarães, Heitor R., Han, Jionghao, Lin, Tzu-Quan, Lin, Tzu-Yuan, Chang, Homu, Chang, Ting-Wu, Chen, Chun Wei, Chen, Shou-Jen, Chen, Yu-Hua, Cheng, Hsi-Chun, Dhawan, Kunal, Fang, Jia-Lin, Fang, Shi-Xin, Chiang, Kuan-Yu Fang, Fu, Chi An, Hsiao, Hsien-Fu, Hsu, Ching Yu, Huang, Shao-Syuan, Wei, Lee Chen, Lin, Hsi-Che, Lin, Hsuan-Hao, Lin, Hsuan-Ting, Lin, Jian-Ren, Liu, Ting-Chun, Lu, Li-Chun, Pai, Tsung-Min, Pasad, Ankita, Kuan, Shih-Yun Shan, Shon, Suwon, Tang, Yuxun, Tsai, Yun-Shao, Wei, Jui-Chiang, Wei, Tzu-Chieh, Wu, Chengxi, Wu, Dien-Ruei, Yang, Chao-Han Huck, Yang, Chieh-Chi, Yip, Jia Qi, Yuan, Shao-Xiang, Noroozi, Vahid, Chen, Zhehuai, Wu, Haibin, Livescu, Karen, Harwath, David, Watanabe, Shinji, Lee, Hung-yi

Names used in source tables

Qwen-Audio-Chat