MiniMax-M3

Composite indexes

• Artificial Analysis Intelligence Index#49 of 151
  29independentv4.3.2, reasoningArtificial Analysis: MiniMax-M3 ↗

  Leader: Claude Opus 5.5 at 58

Coding

• Terminal-Bench 4.0#47 of 96
  2%independentreasoning, AA-runArtificial Analysis: MiniMax-M3 ↗

  Leader: Claude Sonnet 5.5 at 70.6%

• Terminal-Bench 2.x#42 of 105
  66%vendorTerminal-Bench 2.1MiniMax blog: MiniMax M3 ↗
  65.2%independentTerminal-Bench 2.1, reasoning, AA-runArtificial Analysis: MiniMax-M3 ↗

  Leader: Claude Fable 5.1 at 91.4%

• SciCode#56 of 100
  47.1%independentreasoning, AA-runArtificial Analysis: MiniMax-M3 ↗

  Leader: Claude Opus 5.5 at 66.9%

• SWE-bench Pro#16 of 33
  59%vendorMiniMax blog: MiniMax M3 ↗

  Leader: Claude Opus 5.5 at 89.9%

Agents and tool use

• τ²-Bench#23 of 89
  88.9%independenttelecom, reasoning, AA-runArtificial Analysis: MiniMax-M3 ↗

  Leader: GLM-5.2 at 99.1%

• GDPval-AA#42 of 109
  1230independentGDPval-AA v2.1, reasoningArtificial Analysis: MiniMax-M3 ↗

  Leader: Muse Wonder Full at 1857

• MCP Atlas#8 of 10
  74.2%vendorMiniMax blog: MiniMax M3 ↗

  Leader: Kimi K3 at 84.2%

• OSWorld-Verified#15 of 21
  70.1%vendorOSWorld-VerifiedMiniMax blog: MiniMax M3 ↗

  Leader: Kimi K3 at 84.8%

Reasoning and knowledge

• GPQA Diamond#16 of 144
  92.9%independentreasoning, AA-runArtificial Analysis: MiniMax-M3 ↗

  Leader: GPT-6 Astra at 96.1%

• Humanity’s Last Exam#41 of 153
  39%independentreasoning, no tools, AA-runArtificial Analysis: MiniMax-M3 ↗

  Leader: Claude Sonnet 5.5 at 64.5%

• CritPt#59 of 144
  3.7%independentreasoning, AA-runArtificial Analysis: MiniMax-M3 ↗

  Leader: Muse Wonder Full at 33%

Vision and long context

• AA Long Context Reasoning#16 of 144
  83%independentreasoning, AA-LCRArtificial Analysis: MiniMax-M3 ↗

  Leader: Kimi K3 at 88.7%

• MMMU-Pro#24 of 72
  78.6%independentreasoning, AA-runArtificial Analysis: MiniMax-M3 ↗

  Leader: Claude Opus 5.5 at 87.7%

Human preference

• LMArena Text#40 of 57
  1441independentarena entry "minimax-m3", 48,540 votes, checked 2026-09-25Arena (LMArena) text leaderboard ↗

  Leader: Gemini 4 Argon at 1525

• LMArena WebDev#43 of 58
  1485independentarena entry "minimax-m3", 14,971 votes, checked 2026-09-25Arena (LMArena) WebDev/Code leaderboard ↗

  Leader: Claude Opus 5.5 at 1818

Other published results