MiniMax-M3.1-Flash · Intelligence Index v5.0 ↗
1 more reported result
42.71 index · MiniMax-M3.1-Flash · Intelligence Index v4.3.2 · Artificial Analysis ↗
MiniMax / MODEL EVIDENCE
MiniMax M3.1 Flash
37 benchmarks · 95 observations · 32 sources · released 2026-10-19
Scores at a glance
37 benchmarks · large dot: MiniMax M3.1 Flash; small dots: closest models where reported
AA-Briefcase v1.1 ↗1473.37 Elo
MiniMax-M3.1-Flash · AA-Briefcase v1.1 · overall Elo ↗
AutomationBench-AA ↗72.52%
MiniMax-M3.1-Flash · AutomationBench-AA · guardrail-gated objective score ↗
GDP.pdf ↗20.80%
MiniMax-M3.1-Flash · GDP.pdf · all-pass ↗
Terminal-Bench 4.0 ↗25.76%
MiniMax-M3.1-Flash · Terminal-Bench 4.0 · AA harness ↗
1 more reported result
25.25 % · MiniMax-M3.1-Flash (Mini-SWE-agent) · Terminal-Bench 4.0 · Score · Vals AI · Terminal-Bench 4.0 ↗
MiniMax-M3.1-Flash · Terminal-Bench-Science 0.1 · AA harness ↗
FrontierCode 2.0 ↗20.82%
MiniMax-M3.1-Flash · FrontierCode 2.0 · AA implementation ↗
MiniMax-M3.1-Flash · CritPt v2 · hard subset · AA implementation ↗
HLE-Diamond ↗28.10%
MiniMax-M3.1-Flash · HLE-Diamond · AA implementation ↗
AA-Omniscience v1.1 ↗-6.40 index
MiniMax-M3.1-Flash · AA-Omniscience v1.1 · error-penalized index ↗
1 more reported result
15.55 index · MiniMax-M3.1-Flash · AA-Omniscience · error-penalized score · Artificial Analysis ↗
MiniMax-M3.1-Flash · AA-Omniscience v1.1 · accuracy ↗
1 more reported result
56.20% · MiniMax-M3.1-Flash · AA-Omniscience · accuracy · Artificial Analysis ↗
MiniMax-M3.1-Flash · AA-Omniscience v1.1 · hallucination rate, lower is better ↗
1 more reported result
92.81% · MiniMax-M3.1-Flash · AA-Omniscience · hallucination rate, lower is better · Artificial Analysis ↗
GDPval-AA v2.1 ↗1457.57 Elo
MiniMax-M3.1-Flash · GDPval-AA v2.1 · Elo ↗
FrontierCode 1.1 ↗38.58%
MiniMax-M3.1-Flash · FrontierCode 1.1 · AA implementation ↗
AA-LCR v1.1 ↗79.67%
MiniMax-M3.1-Flash · AA-LCR v1.1 ↗
SciCode ↗53.36%
MiniMax-M3.1-Flash · SciCode · AA implementation ↗
Humanity’s Last Exam ↗47.96%
MiniMax-M3.1-Flash · Humanity’s Last Exam · AA implementation ↗
MMMU-Pro ↗79.13%
MiniMax-M3.1-Flash · MMMU-Pro · AA implementation ↗
MLCR-AA ↗16.67%
MiniMax-M3.1-Flash · MLCR-AA · overall ↗
CritPt v2 ↗50.57%
MiniMax-M3.1-Flash · CritPt v2 · code tools ↗
CritPt ↗22.29%
MiniMax-M3.1-Flash · CritPt · original ↗
MiniMax M3.1 Flash · BankerToolBench · source score ↗
DeepSWE v1.1 ↗73.7%
MiniMax M3.1 Flash · DeepSWE v1.1 ↗
OSWorld 2.0 ↗61.7
MiniMax M3.1 Flash · OSWorld V2 · headline points ↗
MiniMax M3.1 Flash · Agents’ Last Exam · headline points ↗
CyberGym ↗82.0%
MiniMax M3.1 Flash · CyberGym ↗
ErdősBench ↗3.010 / 4
MiniMax M3.1 Flash · ErdősBench · mean progress / 4 · API ↗
Vals Index ↗53.78 %
MiniMax-M3.1-Flash · Vals Index · Accuracy ↗
Vals Finance Index ↗55.91 %
MiniMax-M3.1-Flash · Vals Finance Index · Accuracy ↗
Vals Legal Index ↗67.07 %
MiniMax-M3.1-Flash · Vals Legal Index · Accuracy ↗
Legal Research Bench ↗34.13 %
MiniMax-M3.1-Flash · Legal Research Bench · All-Pass ↗
HLAB-Vals-1.1 ↗7.5 %
MiniMax-M3.1-Flash · HLAB-Vals-1.1 · Task Pass Rate ↗
Vals Finance Agent v2.1 ↗58.83 %
MiniMax-M3.1-Flash · Finance Agent · Accuracy ↗
MiniMax-M3.1-Flash · Excel Modeling Benchmark · Accuracy ↗
Tax Agent Bench ↗32.14 %
MiniMax-M3.1-Flash · Tax Agent Bench · Accuracy ↗
Vibe Code Bench ↗73.94 %
MiniMax-M3.1-Flash (OpenHands) · Vibe Code Bench · original task set ↗
GDPx v1.0 ↗4.0%
MiniMax M3.1 Flash · GDPx v1.0 · Overall · intended grading ↗
53 more reported results
3.6% · MiniMax M3.1 Flash · GDPx v1.0 · Eight-domain subset · intended grading · GDPx v1.0 — SemiAnalysis ↗
6.6% · MiniMax M3.1 Flash · GDPx v1.0 · Recursive Self-Improvement · intended grading · GDPx v1.0 — SemiAnalysis ↗
0.1% · MiniMax M3.1 Flash · GDPx v1.0 · Chip Design · intended grading · GDPx v1.0 — SemiAnalysis ↗
7.4% · MiniMax M3.1 Flash · GDPx v1.0 · Cybersecurity · intended grading · GDPx v1.0 — SemiAnalysis ↗
7.7% · MiniMax M3.1 Flash · GDPx v1.0 · Biology · intended grading · GDPx v1.0 — SemiAnalysis ↗
0.0% · MiniMax M3.1 Flash · GDPx v1.0 · Finance · intended grading · GDPx v1.0 — SemiAnalysis ↗
0.0% · MiniMax M3.1 Flash · GDPx v1.0 · Legal · intended grading · GDPx v1.0 — SemiAnalysis ↗
15.5% · MiniMax M3.1 Flash · GDPx v1.0 · Quant Trading · intended grading · GDPx v1.0 — SemiAnalysis ↗
2.2% · MiniMax M3.1 Flash · GDPx v1.0 · Hardware Design · intended grading · GDPx v1.0 — SemiAnalysis ↗
2.3% · MiniMax M3.1 Flash · GDPx v1.0 · Materials Science · intended grading · GDPx v1.0 — SemiAnalysis ↗
0.0% · MiniMax M3.1 Flash · GDPx v1.0 · Alignment · intended grading · GDPx v1.0 — SemiAnalysis ↗
2.2% · MiniMax M3.1 Flash · GDPx v1.0 · Software Engineering · intended grading · GDPx v1.0 — SemiAnalysis ↗
8.2% · MiniMax M3.1 Flash · GDPx v1.0 · Overall · partial credit · GDPx v1.0 — SemiAnalysis ↗
8.4% · MiniMax M3.1 Flash · GDPx v1.0 · Eight-domain subset · partial credit · GDPx v1.0 — SemiAnalysis ↗
6.6% · MiniMax M3.1 Flash · GDPx v1.0 · Recursive Self-Improvement · partial credit · GDPx v1.0 — SemiAnalysis ↗
0.2% · MiniMax M3.1 Flash · GDPx v1.0 · Chip Design · partial credit · GDPx v1.0 — SemiAnalysis ↗
7.4% · MiniMax M3.1 Flash · GDPx v1.0 · Cybersecurity · partial credit · GDPx v1.0 — SemiAnalysis ↗
16.2% · MiniMax M3.1 Flash · GDPx v1.0 · Biology · partial credit · GDPx v1.0 — SemiAnalysis ↗
22.2% · MiniMax M3.1 Flash · GDPx v1.0 · Finance · partial credit · GDPx v1.0 — SemiAnalysis ↗
14.2% · MiniMax M3.1 Flash · GDPx v1.0 · Legal · partial credit · GDPx v1.0 — SemiAnalysis ↗
15.5% · MiniMax M3.1 Flash · GDPx v1.0 · Quant Trading · partial credit · GDPx v1.0 — SemiAnalysis ↗
2.2% · MiniMax M3.1 Flash · GDPx v1.0 · Hardware Design · partial credit · GDPx v1.0 — SemiAnalysis ↗
3.8% · MiniMax M3.1 Flash · GDPx v1.0 · Materials Science · partial credit · GDPx v1.0 — SemiAnalysis ↗
0.0% · MiniMax M3.1 Flash · GDPx v1.0 · Alignment · partial credit · GDPx v1.0 — SemiAnalysis ↗
2.2% · MiniMax M3.1 Flash · GDPx v1.0 · Software Engineering · partial credit · GDPx v1.0 — SemiAnalysis ↗
0.0% · MiniMax M3.1 Flash · GDPx v1.0 · Aria · Chip Design · intended grading · GDPx v1.0 — SemiAnalysis ↗
0.0% · MiniMax M3.1 Flash · GDPx v1.0 · Arcverex · Chip Design · intended grading · GDPx v1.0 — SemiAnalysis ↗
0.3% · MiniMax M3.1 Flash · GDPx v1.0 · Ergodex · Chip Design · intended grading · GDPx v1.0 — SemiAnalysis ↗
7.4% · MiniMax M3.1 Flash · GDPx v1.0 · Arithmetic · Cybersecurity · intended grading · GDPx v1.0 — SemiAnalysis ↗
7.7% · MiniMax M3.1 Flash · GDPx v1.0 · LatchBio · Biology · intended grading · GDPx v1.0 — SemiAnalysis ↗
0.0% · MiniMax M3.1 Flash · GDPx v1.0 · Living Context · Finance · intended grading · GDPx v1.0 — SemiAnalysis ↗
0.0% · MiniMax M3.1 Flash · GDPx v1.0 · Chakra · Legal · intended grading · GDPx v1.0 — SemiAnalysis ↗
15.5% · MiniMax M3.1 Flash · GDPx v1.0 · Third Moment · Quant Trading · intended grading · GDPx v1.0 — SemiAnalysis ↗
6.6% · MiniMax M3.1 Flash · GDPx v1.0 · Extrapolate · Recursive Self-Improvement · intended grading · GDPx v1.0 — SemiAnalysis ↗
2.2% · MiniMax M3.1 Flash · GDPx v1.0 · Beautiful Machines · Hardware Design · intended grading · GDPx v1.0 — SemiAnalysis ↗
0.6% · MiniMax M3.1 Flash · GDPx v1.0 · ValenceForge · Materials Science · intended grading · GDPx v1.0 — SemiAnalysis ↗
3.9% · MiniMax M3.1 Flash · GDPx v1.0 · Emulated · Materials Science · intended grading · GDPx v1.0 — SemiAnalysis ↗
0.0% · MiniMax M3.1 Flash · GDPx v1.0 · Fleet · Alignment · intended grading · GDPx v1.0 — SemiAnalysis ↗
2.2% · MiniMax M3.1 Flash · GDPx v1.0 · Datacurve · Software Engineering · intended grading · GDPx v1.0 — SemiAnalysis ↗
0.3% · MiniMax M3.1 Flash · GDPx v1.0 · Aria · Chip Design · partial credit · GDPx v1.0 — SemiAnalysis ↗
0.0% · MiniMax M3.1 Flash · GDPx v1.0 · Arcverex · Chip Design · partial credit · GDPx v1.0 — SemiAnalysis ↗
0.3% · MiniMax M3.1 Flash · GDPx v1.0 · Ergodex · Chip Design · partial credit · GDPx v1.0 — SemiAnalysis ↗
7.4% · MiniMax M3.1 Flash · GDPx v1.0 · Arithmetic · Cybersecurity · partial credit · GDPx v1.0 — SemiAnalysis ↗
16.2% · MiniMax M3.1 Flash · GDPx v1.0 · LatchBio · Biology · partial credit · GDPx v1.0 — SemiAnalysis ↗
22.2% · MiniMax M3.1 Flash · GDPx v1.0 · Living Context · Finance · partial credit · GDPx v1.0 — SemiAnalysis ↗
14.2% · MiniMax M3.1 Flash · GDPx v1.0 · Chakra · Legal · partial credit · GDPx v1.0 — SemiAnalysis ↗
15.5% · MiniMax M3.1 Flash · GDPx v1.0 · Third Moment · Quant Trading · partial credit · GDPx v1.0 — SemiAnalysis ↗
6.6% · MiniMax M3.1 Flash · GDPx v1.0 · Extrapolate · Recursive Self-Improvement · partial credit · GDPx v1.0 — SemiAnalysis ↗
2.2% · MiniMax M3.1 Flash · GDPx v1.0 · Beautiful Machines · Hardware Design · partial credit · GDPx v1.0 — SemiAnalysis ↗
1.6% · MiniMax M3.1 Flash · GDPx v1.0 · ValenceForge · Materials Science · partial credit · GDPx v1.0 — SemiAnalysis ↗
6.0% · MiniMax M3.1 Flash · GDPx v1.0 · Emulated · Materials Science · partial credit · GDPx v1.0 — SemiAnalysis ↗
0.0% · MiniMax M3.1 Flash · GDPx v1.0 · Fleet · Alignment · partial credit · GDPx v1.0 — SemiAnalysis ↗
2.2% · MiniMax M3.1 Flash · GDPx v1.0 · Datacurve · Software Engineering · partial credit · GDPx v1.0 — SemiAnalysis ↗
Closest models by score
Similar positions on shared benchmark leaderboards. Smaller gaps are closer.
GPT-6 Luna →OpenAI
29 of 30 shared benchmark comparisons
Step 5 Preview →StepFun
25 of 30 shared benchmark comparisons
Mistral Large 4 Preview →Mistral
19 of 30 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.
Reports featuring this model
Sources
Every plotted observation links to its evaluation. Reported configurations, benchmark versions and task subsets can differ; similarity describes shared scores, not training lift.
- AA-Briefcase v1.1: Agentic Knowledge Work Benchmark | Artificial Analysis ↗
- Artificial Analysis Intelligence Index v5.0 — Artificial Analysis ↗
- AA-LCR v1.1: Long Context Reasoning Benchmark | Artificial Analysis ↗
- AutomationBench-AA: Agentic SaaS Workflow Benchmark | Artificial Analysis ↗
- CritPt Benchmark | Artificial Analysis ↗
- CritPt v2 Benchmark | Artificial Analysis ↗
- CritPt v2 — Hard Subset — Artificial Analysis ↗
- FrontierCode 1.1 Benchmark | Artificial Analysis ↗
- FrontierCode 2.0 Benchmark — Artificial Analysis ↗
- GDP.pdf Benchmark | Artificial Analysis ↗
- GDPval-AA v2.1 Benchmark | Artificial Analysis ↗
- HLE-Diamond Benchmark — Artificial Analysis ↗
- Humanity's Last Exam Benchmark | Artificial Analysis ↗
- MLCR-AA: Medical Long Context Reasoning Benchmark | Artificial Analysis ↗
- MMMU-Pro Benchmark | Artificial Analysis ↗
- AA-Omniscience v1.1: Knowledge and Hallucination Benchmark — Artificial Analysis ↗
- SciCode Benchmark | Artificial Analysis ↗
- Terminal-Bench-Science 0.1 Benchmark | Artificial Analysis ↗
- Terminal-Bench 4.0 Benchmark | Artificial Analysis ↗
- GDPx v1.0: The General Agentic Benchmark — SemiAnalysis ↗
- MiniMax M3.1 Flash: Redefining Agent Performance and Cost - MiniMax Research ↗
- ErdősBench: research mathematics, scoped progress and proof audits ↗
- Excel Modeling Benchmark — evaluation methodology and results ↗
- Finance Agent — evaluation methodology and results ↗
- Vals Finance Index — evaluation methodology and results ↗
- HLAB-Vals-1.1 — evaluation methodology and results ↗
- Vals Legal Index — evaluation methodology and results ↗
- Legal Research Bench — evaluation methodology and results ↗
- Tax Agent Bench — evaluation methodology and results ↗
- Terminal-Bench 4.0 — evaluation methodology and results ↗
- Vals Index — evaluation methodology and results ↗
- Vibe Code Bench — evaluation methodology and results ↗
Names used in source tables
MiniMax M3.1 Flash · MiniMax-M3.1-Flash · MiniMax-M3.1-Flash (Mini-SWE-agent) · MiniMax-M3.1-Flash (OpenHands)