Model comparison

Laguna M.1 vs MiniMax-M2.1

MiniMax-M2.1 is the stronger model overall, scoring 38.4 to 31.9 on the Noometry Index.

Last verified . 1 shared benchmarks.

Laguna M.1 Poolside

31.9

Rank #252 Reported

MiniMax-M2.1 MiniMax

38.4

Rank #177 Confirmed

Summary

  • They share 1 benchmark with published results for both. Laguna M.1 scores higher in 1 category and MiniMax-M2.1 in 2 categories; 3 gaps are clear of the uncertainty.
  • The widest gap is in math, where MiniMax-M2.1 leads 35.6 to 20.3.
  • Laguna M.1 accepts more context: 262K tokens versus 205K.

Side by side

Laguna M.1 and MiniMax-M2.1 specifications
Laguna M.1MiniMax-M2.1
ProviderPoolsideMiniMax
Noometry Index31.938.4
Released2026-04-282025-12-23
WeightsOpenOpen
Context window262K205K
Max output33K131K
Input $ / M tokens—$0.30
Output $ / M tokens—$1.20
Results tracked322

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Category by category

Coding MiniMax-M2.1 leads

Laguna M.1: 36.4 (#195), MiniMax-M2.1: 40.1 (#132)

Coding benchmarks
BenchmarkLaguna M.1MiniMax-M2.1
LMArena WebDev13481384
LMArena Coding—1421
ALE-Bench—623.83

Agentic & Tool Use Not comparable

Laguna M.1: —, MiniMax-M2.1: 27.7 (#91)

Agentic & Tool Use benchmarks
BenchmarkLaguna M.1MiniMax-M2.1
Terminal-Bench—36.6%

Reasoning Laguna M.1 leads

Laguna M.1: 21.9 (#187), MiniMax-M2.1: 15.8 (#301)

Reasoning benchmarks
BenchmarkLaguna M.1MiniMax-M2.1
NYT Connections (extended)—11.2%
LMArena Hard Prompts—1410
Surface Evolver Bench15.6%—

Math MiniMax-M2.1 leads

Laguna M.1: 20.3 (#276), MiniMax-M2.1: 35.6 (#142)

Math benchmarks
BenchmarkLaguna M.1MiniMax-M2.1
ProofBench0%—
LMArena Math—1396

Knowledge Not comparable

Laguna M.1: —, MiniMax-M2.1: 37.7 (#143)

Knowledge benchmarks
BenchmarkLaguna M.1MiniMax-M2.1
Vectara Hallucination Rate—11.8%
LMArena Expert—1432

Multilingual Not comparable

Laguna M.1: —, MiniMax-M2.1: 50.2 (#123)

Multilingual benchmarks
BenchmarkLaguna M.1MiniMax-M2.1
LMArena Non-English—1378
LMArena Chinese—1430
LMArena French—1405
LMArena German—1380
LMArena Japanese—1287
LMArena Korean—1297
LMArena Russian—1386
LMArena Spanish—1396

Instruction Following Not comparable

Laguna M.1: —, MiniMax-M2.1: 74.0 (#108)

Instruction Following benchmarks
BenchmarkLaguna M.1MiniMax-M2.1
LMArena Instruction Following—1399

Long Context Not comparable

Laguna M.1: —, MiniMax-M2.1: 43.2 (#98)

Long Context benchmarks
BenchmarkLaguna M.1MiniMax-M2.1
LMArena Longer Query—1416

Writing & Preference Not comparable

Laguna M.1: —, MiniMax-M2.1: 58.5 (#114)

Writing & Preference benchmarks
BenchmarkLaguna M.1MiniMax-M2.1
LMArena Text—1392
LMArena Creative Writing—1362
LMArena Multi-Turn—1396

Frequently asked questions

Is Laguna M.1 better than MiniMax-M2.1?

MiniMax-M2.1 is the stronger model overall, scoring 38.4 to 31.9 on the Noometry Index.

Is Laguna M.1 or MiniMax-M2.1 better for coding?

MiniMax-M2.1 scores higher on coding benchmarks: 40.1 versus 36.4 in the Noometry coding category.

Which has the bigger context window?

Laguna M.1 does, with 262K tokens against 205K.

How many benchmarks do Laguna M.1 and MiniMax-M2.1 share?

1 benchmark has published results for both models. Laguna M.1 has 3 scored results on Noometry and MiniMax-M2.1 has 22.

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