Meta / MODEL EVIDENCE

Llama 4 Scout

28 benchmarks · 39 observations · 30 sources · released 2025-04-05

Scores at a glance

28 benchmarks · large dot: Llama 4 Scout; small dots: closest models where reported

3.2998.13

Llama 4 Scout · MATH level 5 · Best score (across scorers) · % ↗

LMCA ↗11.96%
2.7868.26

Llama 4 Scout · LMCA · Score · % ↗

41.6598.93

Llama 4 Scout · DTBench · Accuracy · % ↗

22.9933.51

Llama 4 Scout · CyberSecEval · CyberSOCEval · malware analysis · Overall accuracy · CyberSecEval 4 · CyberSOCEval defensive-analysis comparison ↗

8 more reported results

26% · Llama 4 Scout · CyberSecEval · CyberSOCEval · malware analysis · Easy accuracy · CyberSecEval 4 · CyberSOCEval defensive-analysis comparison · CyberSOCEval: Benchmarking LLMs Capabilities for Malware Analysis and Threat Intelligence Reasoning ↗

16% · Llama 4 Scout · CyberSecEval · CyberSOCEval · malware analysis · Medium accuracy · CyberSecEval 4 · CyberSOCEval defensive-analysis comparison · CyberSOCEval: Benchmarking LLMs Capabilities for Malware Analysis and Threat Intelligence Reasoning ↗

0% · Llama 4 Scout · CyberSecEval · CyberSOCEval · malware analysis · Hard accuracy · CyberSecEval 4 · CyberSOCEval defensive-analysis comparison · CyberSOCEval: Benchmarking LLMs Capabilities for Malware Analysis and Threat Intelligence Reasoning ↗

43.76% · Llama 4 Scout · CyberSecEval · CyberSOCEval · threat intelligence · image input · Overall accuracy · CyberSecEval 4 · CyberSOCEval image-input comparison · CyberSOCEval: Benchmarking LLMs Capabilities for Malware Analysis and Threat Intelligence Reasoning ↗

62% · Llama 4 Scout · CyberSecEval · CyberSOCEval · threat intelligence · image input · NSA reports · CyberSecEval 4 · CyberSOCEval image-input comparison · CyberSOCEval: Benchmarking LLMs Capabilities for Malware Analysis and Threat Intelligence Reasoning ↗

47% · Llama 4 Scout · CyberSecEval · CyberSOCEval · threat intelligence · image input · CrowdStrike reports · CyberSecEval 4 · CyberSOCEval image-input comparison · CyberSOCEval: Benchmarking LLMs Capabilities for Malware Analysis and Threat Intelligence Reasoning ↗

37% · Llama 4 Scout · CyberSecEval · CyberSOCEval · threat intelligence · image input · IC3 reports · CyberSecEval 4 · CyberSOCEval image-input comparison · CyberSOCEval: Benchmarking LLMs Capabilities for Malware Analysis and Threat Intelligence Reasoning ↗

38% · Llama 4 Scout · CyberSecEval · CyberSOCEval · threat intelligence · image input · CISA reports · CyberSecEval 4 · CyberSOCEval image-input comparison · CyberSOCEval: Benchmarking LLMs Capabilities for Malware Analysis and Threat Intelligence Reasoning ↗

Closest models by score

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

13.4 percentile-point gap

11 of 17 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. ARC Prize - Leaderboard ↗

    ARC Prize Foundation

  2. SciCode Benchmark | Artificial Analysis ↗

    Artificial Analysis

  3. SpatialViz-Bench: A Cognitively-Grounded Benchmark for Diagnosing Spatial Visualization in MLLMs ↗

    Wang, Siting, Pei, Minnan, Sun, Luoyang, Deng, Cheng, Li, Yuchen, Shao, Kun et al. · 2025

    All 9 authors

    Wang, Siting, Pei, Minnan, Sun, Luoyang, Deng, Cheng, Li, Yuchen, Shao, Kun, Tian, Zheng, Zhang, Haifeng, Wang, Jun

  4. TextQuests: How Good are LLMs at Text-Based Video Games? — published result table ↗

    Phan, Long, Mazeika, Mantas, Zou, Andy, Hendrycks, Dan · 2025

  5. CyberSOCEval: Benchmarking LLMs Capabilities for Malware Analysis and Threat Intelligence Reasoning — published result table ↗

    Deason, Lauren, Bali, Adam, Bejean, Ciprian, Bolocan, Diana, Crnkovich, James, Croitoru, Ioana et al. · 2025

    All 23 authors

    Deason, Lauren, Bali, Adam, Bejean, Ciprian, Bolocan, Diana, Crnkovich, James, Croitoru, Ioana, Durai, Krishna, Midler, Chase, Miron, Calin, Molnar, David, Moon, Brad, Ostarcevic, Bruno, Peltea, Alberto, Rosenberg, Matt, Sandu, Catalin, Saputkin, Arthur, Shah, Sagar, Stan, Daniel, Szocs, Ernest, Wan, Shengye, Whitman, Spencer, Krasser, Sven, Saxe, Joshua

  6. DTBench — Conceptual Reasoning Index ↗

    Conceptual Reasoning Index

  7. LMCA — Conceptual Reasoning Index ↗

    Conceptual Reasoning Index

  8. ARC-AGI-2 ↗

    Epoch AI

  9. CritPt v1 ↗

    Epoch AI

  10. FrontierMath Tiers 1-3 (v1, old) ↗

    Epoch AI

  11. GPQA Diamond ↗

    Epoch AI

  12. MATH Level 5 ↗

    Epoch AI

  13. OTIS Mock AIME 2024-2025 ↗

    Epoch AI

  14. AI benchmarks & capabilities ↗

    Epoch AI

  15. Fiction.liveBench — March 14, 2025 benchmark release ↗

    Fiction.live · 2025

  16. AIME — evaluation methodology and results ↗

    Vals AI · 2026

  17. CorpFin — evaluation methodology and results ↗

    Vals AI · 2026

  18. GPQA Diamond — evaluation methodology and results ↗

    Vals AI · 2026

  19. LiveCodeBench — evaluation methodology and results ↗

    Vals AI · 2026

  20. LegalBench — evaluation methodology and results ↗

    Vals AI · 2026

  21. MATH 500 — evaluation methodology and results ↗

    Vals AI · 2026

  22. MedCode — evaluation methodology and results ↗

    Vals AI · 2026

  23. MedQA — evaluation methodology and results ↗

    Vals AI · 2026

  24. MedScribe — evaluation methodology and results ↗

    Vals AI · 2026

  25. MGSM — evaluation methodology and results ↗

    Vals AI · 2026

  26. MMLU Pro — evaluation methodology and results ↗

    Vals AI · 2026

  27. MMMU Pro — evaluation methodology and results ↗

    Vals AI · 2026

  28. MortgageTax — evaluation methodology and results ↗

    Vals AI · 2026

  29. SAGE — evaluation methodology and results ↗

    Vals AI · 2026

  30. TaxEval — evaluation methodology and results ↗

    Vals AI · 2026

Names used in source tables

Llama 4 Scout