MiniMax M3

MiniMax M3 is a non-reasoning model from MiniMax. 48 benchmarks count toward its score, in 7 categories.

availableShows if the model has enough results for an index.
IndexOverall score out of 100.56.9 ±2.8
CoverageShare of the index weight with results.95%
SpeedOutput tokens per second.64/s
Input / 1MUS dollars per 1M input tokens.$0.3
Output / 1MUS dollars per 1M output tokens.$1.2
ContextMaximum tokens in one request.1.05M
EloLMArena rating and rank.1433 (#82)

The index is a score out of 100. The ± range shows how much it can change.

48,540 votes. Elo shows what people prefer. It does not change the score.

CapabilitiesScore per category, out of 100.

Out of 100
AgenticMulti-step tasks with tools.
60.8
CodingCode writing and repair.
59.4
ReasoningLogic problems and puzzles.
49.4
MultimodalTasks with images and text.
59.2
KnowledgeFacts and expert knowledge.
57.0
MultilingualTasks in many languages.
N/A
InstructionTasks with strict rules in the prompt.
62.1
MathMath problems.
44.6

Results

48 counted
BenchmarkThe test name.CategoryThe capability that the test measures.ResultThe score from the publisher.IndexThis result as a score out of 100.RunThe settings of the run.DateDate of the result.Published byThe source of the result.
Artificial Analysis GPQA DiamondKnowledge92.9%63.8Artificial Analysis
GPQA DiamondKnowledge92.7%63.81 Sept 2026Vals AI
OmniDocBench 1.5Multimodal91.6%OpenAI
τ²-Bench Tool-Agent-User EvaluationAgentic88.9%62.6Victor Barres et al.
Artificial Analysis Harvey LAB-AAAgentic88.4%70.5Artificial Analysis
United States of America Mathematical Olympiad 2026Math85.7%Mathematical Association of America
Video-MME with subtitleMultimodal85.4%Qwen
VideoMMMUMultimodal84.6%Qwen
MMLU ProKnowledge84.2%53.21 Sept 2026Vals AI
BrowseCompAgentic83.5%69.9OpenAI
Artificial Analysis Long Context ReasoningReasoning83.0%65.7Artificial Analysis
Artificial Analysis IFBenchInstruction82.9%73.2Artificial Analysis
LiveCodeBenchCoding82.2%59.01 Sept 2026Vals AI
GPQA diamondKnowledge81.3%53.3none effortEpoch AI
MMMU ProMultimodal81.2%59.41 Sept 2026Vals AI
Software Engineering Benchmark VerifiedCoding80.5%62.1Carlos E. Jimenez et al.
Artificial Analysis MMMU-ProMultimodal78.6%63.1Artificial Analysis
Massive Multi-discipline Multimodal Understanding ProMultimodal78.1%54.4MMMU-Pro authors
LiveBench MathematicsMath76.9%50.625 Jun 2026LiveBench
LiveBench LanguageKnowledge76.8%63.325 Jun 2026LiveBench
LiveBench Data AnalysisReasoning76.2%61.825 Jun 2026LiveBench
BankerToolBenchAgentic76.1%MiniMax
SWE-benchCoding75.0%57.71 Sept 2026Vals AI
GDPval rubricsAgentic74.7%MiniMax
Claw-EvalAgentic74.5%75.5Bowen Ye et al.
LiveBench ReasoningReasoning74.5%59.425 Jun 2026LiveBench
MCP AtlasAgentic74.2%64.0OpenAI
OSWorld-VerifiedAgentic70.1%58.9Tianbao Xie et al.
LiveBench CodingCoding68.2%51.025 Jun 2026LiveBench
SVG-BenchCoding63.7%MiniMax
SWE-bench ProCoding59.0%61.1Xiang Deng et al.
Artificial Analysis Coding IndexCoding58.6%60.2Artificial Analysis
LiveBench Instruction FollowingInstruction57.5%51.025 Jun 2026LiveBench
Terminal-Bench 2.1Agentic53.6%55.721 Sept 2026Vals AI
SkillsBenchCoding51.5%66.6OpenHands11 Sept 2026Vals AI
VIBE V2Coding50.1%MiniMax
OpenHarmony Bench v1.0Coding48.4%57.1OpenHarmony Bench authors
Vibe Code Bench v1.1Coding47.6%62.0OpenHands21 Sept 2026Vals AI
Artificial Analysis SciCodeCoding47.1%58.2Artificial Analysis
Terminal-Bench 2.0Agentic46.1%55.64 Jun 2026Vals AI
OfficeQA ProMultimodal45.1%57.4OfficeQA Pro authors
Terminal-Bench HardAgentic42.4%Artificial Analysis
NL2RepoCoding42.1%58.0MiniMax
LiveBench Agentic CodingAgentic40.7%55.025 Jun 2026LiveBench
Artificial Analysis Humanity's Last ExamKnowledge39.0%66.8Artificial Analysis
GDPval-AA normalizedAgentic36.5%63.6Artificial Analysis
Artificial Analysis EnterpriseOps-GymAgentic32.1%51.4Artificial Analysis
Artificial Analysis Agentic IndexAgentic30.8%62.3Artificial Analysis
Artificial Analysis Intelligence IndexKnowledge29.2%58.9Artificial Analysis
KernelBench HardCoding28.8%MiniMax
OTIS Mock AIME 2024-2025Math26.7%26.5none effortEpoch AI
Code MigrationCoding19.9%57.721 Sept 2026Vals AI
ResearchClawBenchAgentic19.8%InternScience
ProofBench v1.1Math18.0%56.721 Sept 2026Vals AI
Medical Long Context Reasoning (MLCR-AA)Reasoning17.2%52.6Wisedocs and Artificial Analysis
Artificial Analysis Omniscience AccuracyKnowledge16.7%34.5Artificial Analysis
Artificial Analysis AnalystAgentAgentic10.0%48.5Artificial Analysis
Vibe Code Bench 1-100Coding9.2%61.9OpenHands16 Sept 2026Vals AI
Mystery Game PuzzlesReasoning8.0%42.4none effortEpoch AI
OSWorld 2.0Agentic4.6%58.2Mengqi Yuan et al.
Chess PuzzlesReasoning4.0%28.7none effortEpoch AI
Critical Physics TasksReasoning3.7%46.1Artificial Analysis
Agent Arena command recoveryAgentic1.669.215 Sept 2026LMArena
Agent Arena steerabilityAgentic-6.659.915 Sept 2026LMArena
Agent Arena task outcomeAgentic-12.053.815 Sept 2026LMArena

48 benchmarks count, from 54 of 65 results. A grey row does not count. Too few models took that benchmark.

Sources

BenchLM benchmark aggregationUsed with attribution; per-benchmark results credited to their original authorsOpenRouter, collected directlyNo licence statedVals AI, collected directlyNo licence stated. Read from the public leaderboard and credited to Vals AIEpoch AI, collected directlyCC BY — free to use and redistribute with attributionLiveBench, collected directlyNo licence stated for the leaderboard. The site repo serving these CSVs has no LICENSE; the harness repo carries upstream Apache-2.0 and MIT copies that cover code, not resultsLMArena, collected directlyCC BY 4.0 (lmarena-ai/leaderboard-dataset on Hugging Face)

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