Model comparison

Inkling-Small vs MiMo-V2.5-Pro

Inkling-Small is the stronger model overall, scoring 46.5 to 45.2 on the Noometry Index.

Last verified . 22 shared benchmarks.

Inkling-Small Thinking Machines Lab

46.5

Rank #63 Confirmed

MiMo-V2.5-Pro Xiaomi

45.2

Rank #74 Confirmed

Summary

  • They share 22 benchmarks with published results for both. Inkling-Small scores higher in 3 categories and MiMo-V2.5-Pro in 5 categories; 8 gaps are clear of the uncertainty.
  • The widest gap is in reasoning, where Inkling-Small leads 38.6 to 26.8.
  • The biggest single-benchmark swing is ProofBench: 6% for Inkling-Small and 22% for MiMo-V2.5-Pro.
  • MiMo-V2.5-Pro is cheaper at $0.43 / $0.87 per million input/output tokens, against $0.45 / $1.20 for Inkling-Small.
  • MiMo-V2.5-Pro accepts more context: 1.05M tokens versus 524K.

Side by side

Inkling-Small and MiMo-V2.5-Pro specifications
Inkling-SmallMiMo-V2.5-Pro
ProviderThinking Machines LabXiaomi
Noometry Index46.545.2
Released2026-07-152026-04-22
WeightsOpenOpen
Context window524K1.05M
Max output1.05M131K
Input $ / M tokens$0.45$0.43
Output $ / M tokens$1.20$0.87
Results tracked3327

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Category by category

Coding MiMo-V2.5-Pro leads

Inkling-Small: 43.6 (#85), MiMo-V2.5-Pro: 47.4 (#60)

Coding benchmarks
BenchmarkInkling-SmallMiMo-V2.5-Pro
LMArena WebDev14091479
SciCode48.7%50.2%
LMArena Coding14511503
ALE-Bench—899.8

Reasoning Inkling-Small leads

Inkling-Small: 38.6 (#63), MiMo-V2.5-Pro: 26.8 (#130)

Reasoning benchmarks
BenchmarkInkling-SmallMiMo-V2.5-Pro
CritPt8.3%4%
LMArena Hard Prompts14231488
ARC-AGI-240.1%—
NYT Connections (extended)—34.4%
ARC-AGI-184%—
Chess Puzzles18%—
Mystery Game Puzzles6%—
DTBench—84.5%
LMCA—29.5%
Epoch Capabilities Index150.15—

Math Inkling-Small leads

Inkling-Small: 45.1 (#77), MiMo-V2.5-Pro: 40.0 (#96)

Math benchmarks
BenchmarkInkling-SmallMiMo-V2.5-Pro
ProofBench6%22%
LMArena Math14591481
FrontierMath (Tiers 1-3)46.3%—
FrontierMath Tier 417.1%—
OTIS Mock AIME 2024-202590%—

Knowledge Inkling-Small leads

Inkling-Small: 48.2 (#77), MiMo-V2.5-Pro: 42.2 (#98)

Knowledge benchmarks
BenchmarkInkling-SmallMiMo-V2.5-Pro
LMArena Expert14421503
GPQA Diamond88.5%—
SimpleQA Verified19.1%—

Multimodal Not comparable

Inkling-Small: 39.1 (#62), MiMo-V2.5-Pro: —

Multimodal benchmarks
BenchmarkInkling-SmallMiMo-V2.5-Pro
LMArena Vision1235—

Multilingual MiMo-V2.5-Pro leads

Inkling-Small: 51.7 (#104), MiMo-V2.5-Pro: 55.1 (#34)

Multilingual benchmarks
BenchmarkInkling-SmallMiMo-V2.5-Pro
LMArena Non-English14021449
LMArena Chinese14651507
LMArena French14361488
LMArena German14051458
LMArena Japanese14051412
LMArena Korean13631437
LMArena Russian13911450
LMArena Spanish14281471

Instruction Following MiMo-V2.5-Pro leads

Inkling-Small: 73.8 (#114), MiMo-V2.5-Pro: 77.5 (#21)

Instruction Following benchmarks
BenchmarkInkling-SmallMiMo-V2.5-Pro
LMArena Instruction Following13991477

Long Context MiMo-V2.5-Pro leads

Inkling-Small: 42.7 (#118), MiMo-V2.5-Pro: 45.4 (#37)

Long Context benchmarks
BenchmarkInkling-SmallMiMo-V2.5-Pro
LMArena Longer Query14011483

Writing & Preference MiMo-V2.5-Pro leads

Inkling-Small: 59.6 (#107), MiMo-V2.5-Pro: 65.3 (#49)

Writing & Preference benchmarks
BenchmarkInkling-SmallMiMo-V2.5-Pro
LMArena Text14141465
LMArena Creative Writing13311440
EQ-Bench Creative Writing14911493
LMArena Multi-Turn14181477
EQ-Bench 4—1208

Frequently asked questions

Is Inkling-Small better than MiMo-V2.5-Pro?

Inkling-Small is the stronger model overall, scoring 46.5 to 45.2 on the Noometry Index.

Which is cheaper, Inkling-Small or MiMo-V2.5-Pro?

MiMo-V2.5-Pro is cheaper. It lists at $0.43 per million input tokens and $0.87 per million output tokens; Inkling-Small lists at $0.45 and $1.20.

Is Inkling-Small or MiMo-V2.5-Pro better for coding?

MiMo-V2.5-Pro scores higher on coding benchmarks: 47.4 versus 43.6 in the Noometry coding category.

Which has the bigger context window?

MiMo-V2.5-Pro does, with 1.05M tokens against 524K.

How many benchmarks do Inkling-Small and MiMo-V2.5-Pro share?

22 benchmarks have published results for both models. Inkling-Small has 33 scored results on Noometry and MiMo-V2.5-Pro has 27.

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