Model comparison

GPT-5.1 vs MiniMax-M2.5

GPT-5.1 is the stronger model overall, scoring 48.8 to 38.1 on the Noometry Index. MiniMax-M2.5 costs 6.5× less per token, which makes it the better buy when GPT-5.1's lead doesn't matter for your workload.

Last verified . 28 shared benchmarks.

GPT-5.1 OpenAI

48.8

Rank #47 Confirmed

MiniMax-M2.5 MiniMax

38.1

Rank #181 Confirmed

Summary

  • They share 28 benchmarks with published results for both. GPT-5.1 scores higher in 8 categories and MiniMax-M2.5 in 1 category; 9 gaps are clear of the uncertainty.
  • The widest gap is in math, where GPT-5.1 leads 50.3 to 25.8.
  • The biggest single-benchmark swing is ARC-AGI-2: 17.6% for GPT-5.1 and 4.9% for MiniMax-M2.5.
  • MiniMax-M2.5 is cheaper at $0.30 / $1.20 per million input/output tokens, against $1.25 / $10 for GPT-5.1.
  • GPT-5.1 accepts more context: 400K tokens versus 205K.
  • MiniMax-M2.5 has downloadable open weights; the other is API-only.

Side by side

GPT-5.1 and MiniMax-M2.5 specifications
GPT-5.1MiniMax-M2.5
ProviderOpenAIMiniMax
Noometry Index48.838.1
Released2025-11-132026-02-12
WeightsProprietaryOpen
Context window400K205K
Max output128K131K
Input $ / M tokens$1.25$0.30
Output $ / M tokens$10$1.20
Results tracked6333

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Category by category

Coding MiniMax-M2.5 leads

GPT-5.1: 46.9 (#59), MiniMax-M2.5: 47.9 (#53)

Coding benchmarks
BenchmarkGPT-5.1MiniMax-M2.5
SWE-bench Verified (bash only)66%75.8%
LMArena WebDev13951386
LMArena Coding14541380
ALE-Bench1,192618.17
SWE-bench Verified68%—
SWE-bench Multilingual—68.3%
SciCode43.3%—
GSO13.7%—
WeirdML60.8%—
LiveBench Coding72.5%—

Agentic & Tool Use GPT-5.1 leads

GPT-5.1: 32.5 (#55), MiniMax-M2.5: 30.2 (#70)

Agentic & Tool Use benchmarks
BenchmarkGPT-5.1MiniMax-M2.5
Terminal-Bench47.6%42.7%
Vending-Bench 21,473-23.16
DeepResearch Bench42.8%—
LMArena Search1199—

Reasoning GPT-5.1 leads

GPT-5.1: 39.9 (#50), MiniMax-M2.5: 17.6 (#281)

Reasoning benchmarks
BenchmarkGPT-5.1MiniMax-M2.5
ARC-AGI-217.6%4.9%
ARC-AGI-172.8%63.7%
LMArena Hard Prompts14571372
Epoch Capabilities Index149.66146.68
SimpleBench53.2%—
Kagi LLM Benchmark—55.2%
NYT Connections (extended)—16.8%
CritPt4.9%—
Chess Puzzles32%—
EnigmaEval11.2%—
LiveBench Reasoning95.8%—
Mystery Game Puzzles19%—
DTBench90.1%—
LiveBench Data Analysis72.1%—
LMCA43.9%—
ForecastBench58.1—
LiveBench78.8%—

Math GPT-5.1 leads

GPT-5.1: 50.3 (#45), MiniMax-M2.5: 25.8 (#242)

Math benchmarks
BenchmarkGPT-5.1MiniMax-M2.5
LMArena Math14461378
OTIS Mock AIME 2024-202588.6%—
ProofBench—4%
Omni-MATH46.4%—
LiveBench Math94.5%—
FrontierMath (Feb 2025 set)31%—
FrontierMath Tier 4 (v1)12.5%—

Knowledge GPT-5.1 leads

GPT-5.1: 50.5 (#65), MiniMax-M2.5: 38.6 (#132)

Knowledge benchmarks
BenchmarkGPT-5.1MiniMax-M2.5
Vectara Hallucination Rate10.9%9.1%
LMArena Expert14701378
GPQA Diamond87.6%—
Humanity's Last Exam23.7%—
SimpleQA Verified48%—
MMLU-Pro57.9%—
GPQA (HELM)44.2%—

Multimodal Not comparable

GPT-5.1: 44.0 (#17), MiniMax-M2.5: —

Multimodal benchmarks
BenchmarkGPT-5.1MiniMax-M2.5
LMArena Vision1250—
VPCT58.7%—
LMArena Document1403—

Multilingual GPT-5.1 leads

GPT-5.1: 54.0 (#51), MiniMax-M2.5: 47.3 (#147)

Multilingual benchmarks
BenchmarkGPT-5.1MiniMax-M2.5
LMArena Non-English14311338
LMArena Chinese14951392
LMArena French14511363
LMArena German14391361
LMArena Japanese14531169
LMArena Korean14011232
LMArena Russian14351359
LMArena Spanish14301354

Instruction Following GPT-5.1 leads

GPT-5.1: 84.0 (#1), MiniMax-M2.5: 71.7 (#143)

Instruction Following benchmarks
BenchmarkGPT-5.1MiniMax-M2.5
LMArena Instruction Following14421353
LiveBench Instruction Following93.3%—
IFEval93.5%—

Long Context GPT-5.1 leads

GPT-5.1: 47.6 (#14), MiniMax-M2.5: 37.4 (#211)

Long Context benchmarks
BenchmarkGPT-5.1MiniMax-M2.5
CL-bench23.7%11.4%
CL-bench Life17.3%6.3%
LMArena Longer Query14481367

Writing & Preference GPT-5.1 leads

GPT-5.1: 64.7 (#53), MiniMax-M2.5: 54.1 (#149)

Writing & Preference benchmarks
BenchmarkGPT-5.1MiniMax-M2.5
LMArena Text14431359
LMArena Creative Writing14271331
LMArena Multi-Turn14491364
EQ-Bench Creative Writing—1361
WildBench86.3%—
LiveBench Language80.2%—

Frequently asked questions

Is GPT-5.1 better than MiniMax-M2.5?

GPT-5.1 is the stronger model overall, scoring 48.8 to 38.1 on the Noometry Index. MiniMax-M2.5 costs 6.5× less per token, which makes it the better buy when GPT-5.1's lead doesn't matter for your workload.

Which is cheaper, GPT-5.1 or MiniMax-M2.5?

MiniMax-M2.5 is cheaper. It lists at $0.30 per million input tokens and $1.20 per million output tokens; GPT-5.1 lists at $1.25 and $10.

Is GPT-5.1 or MiniMax-M2.5 better for coding?

MiniMax-M2.5 scores higher on coding benchmarks: 47.9 versus 46.9 in the Noometry coding category.

Which has the bigger context window?

GPT-5.1 does, with 400K tokens against 205K.

How many benchmarks do GPT-5.1 and MiniMax-M2.5 share?

28 benchmarks have published results for both models. GPT-5.1 has 63 scored results on Noometry and MiniMax-M2.5 has 33.

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