Model comparison

MiniMax-M2 vs Olmo 3.1 32b Instruct

Olmo 3.1 32b Instruct is the stronger model overall, scoring 39.4 to 37.4 on the Noometry Index.

Last verified . 15 shared benchmarks.

MiniMax-M2 MiniMax

37.4

Rank #204 Confirmed

Summary

  • They share 15 benchmarks with published results for both. MiniMax-M2 scores higher in 6 categories and Olmo 3.1 32b Instruct in 2 categories; 5 gaps are clear of the uncertainty.
  • The widest gap is in reasoning, where Olmo 3.1 32b Instruct leads 26.4 to 19.4.

Side by side

MiniMax-M2 and Olmo 3.1 32b Instruct specifications
MiniMax-M2Olmo 3.1 32b Instruct
ProviderMiniMaxAllen Institute for AI (Ai2)
Noometry Index37.439.4
Released2025-10-27—
WeightsOpenOpen
Context window205K—
Max output131K—
Input $ / M tokens$0.30—
Output $ / M tokens$1.20—
Results tracked2116

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Category by category

Coding Too close to call

MiniMax-M2: 39.3 (#159), Olmo 3.1 32b Instruct: 39.5 (#157)

Coding benchmarks
BenchmarkMiniMax-M2Olmo 3.1 32b Instruct
LMArena Coding13701347
SWE-bench Verified (bash only)61%—
LMArena WebDev1297—

Agentic & Tool Use Not comparable

MiniMax-M2: 25.1 (#109), Olmo 3.1 32b Instruct: —

Agentic & Tool Use benchmarks
BenchmarkMiniMax-M2Olmo 3.1 32b Instruct
Terminal-Bench30%—
Vending-Bench 2160.6—

Reasoning Olmo 3.1 32b Instruct leads

MiniMax-M2: 19.4 (#258), Olmo 3.1 32b Instruct: 26.4 (#132)

Reasoning benchmarks
BenchmarkMiniMax-M2Olmo 3.1 32b Instruct
LMArena Hard Prompts13571322
Kagi LLM Benchmark57.8%—
NYT Connections (extended)14.8%—

Math MiniMax-M2 leads

MiniMax-M2: 37.3 (#160), Olmo 3.1 32b Instruct: 36.3 (#167)

Math benchmarks
BenchmarkMiniMax-M2Olmo 3.1 32b Instruct
LMArena Math13521305

Knowledge Too close to call

MiniMax-M2: 37.0 (#163), Olmo 3.1 32b Instruct: 36.1 (#175)

Knowledge benchmarks
BenchmarkMiniMax-M2Olmo 3.1 32b Instruct
LMArena Expert13371308

Multilingual MiniMax-M2 leads

MiniMax-M2: 45.3 (#171), Olmo 3.1 32b Instruct: 42.6 (#191)

Multilingual benchmarks
BenchmarkMiniMax-M2Olmo 3.1 32b Instruct
LMArena Non-English13131275
LMArena Chinese13661304
LMArena French13351328
LMArena German13551282
LMArena Russian13311268
LMArena Spanish13261336
LMArena Korean—1206

Instruction Following MiniMax-M2 leads

MiniMax-M2: 70.2 (#166), Olmo 3.1 32b Instruct: 68.6 (#187)

Instruction Following benchmarks
BenchmarkMiniMax-M2Olmo 3.1 32b Instruct
LMArena Instruction Following13281299

Long Context Too close to call

MiniMax-M2: 40.5 (#153), Olmo 3.1 32b Instruct: 39.9 (#166)

Long Context benchmarks
BenchmarkMiniMax-M2Olmo 3.1 32b Instruct
LMArena Longer Query13311312

Writing & Preference MiniMax-M2 leads

MiniMax-M2: 53.0 (#162), Olmo 3.1 32b Instruct: 50.2 (#185)

Writing & Preference benchmarks
BenchmarkMiniMax-M2Olmo 3.1 32b Instruct
LMArena Text13401311
LMArena Creative Writing12861264
LMArena Multi-Turn13611309

Frequently asked questions

Is MiniMax-M2 better than Olmo 3.1 32b Instruct?

Olmo 3.1 32b Instruct is the stronger model overall, scoring 39.4 to 37.4 on the Noometry Index.

Is MiniMax-M2 or Olmo 3.1 32b Instruct better for coding?

They score almost the same on coding (39.3 vs 39.5); test both on your own repository before choosing.

How many benchmarks do MiniMax-M2 and Olmo 3.1 32b Instruct share?

15 benchmarks have published results for both models. MiniMax-M2 has 21 scored results on Noometry and Olmo 3.1 32b Instruct has 16.

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