Model comparison

Inkling-Small vs MiMo-V2-Pro

Inkling-Small is the stronger model overall, scoring 46.5 to 43.0 on the Noometry Index.

Last verified . 18 shared benchmarks.

Inkling-Small Thinking Machines Lab

46.5

Rank #63 Confirmed

MiMo-V2-Pro Xiaomi

43.0

Rank #103 Confirmed

Summary

  • They share 18 benchmarks with published results for both. Inkling-Small scores higher in 4 categories and MiMo-V2-Pro in 4 categories; 7 gaps are clear of the uncertainty.
  • The widest gap is in reasoning, where Inkling-Small leads 38.6 to 22.1.
  • MiMo-V2-Pro is cheaper at $0.43 / $0.87 per million input/output tokens, against $0.45 / $1.20 for Inkling-Small.
  • MiMo-V2-Pro accepts more context: 1.05M tokens versus 524K.
  • Inkling-Small has downloadable open weights; the other is API-only.

Side by side

Inkling-Small and MiMo-V2-Pro specifications
Inkling-SmallMiMo-V2-Pro
ProviderThinking Machines LabXiaomi
Noometry Index46.543.0
Released2026-07-152026-03-18
WeightsOpenProprietary
Context window524K1.05M
Max output1.05M131K
Input $ / M tokens$0.45$0.43
Output $ / M tokens$1.20$0.87
Results tracked3323

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Category by category

Coding Too close to call

Inkling-Small: 43.6 (#85), MiMo-V2-Pro: 43.8 (#83)

Coding benchmarks
BenchmarkInkling-SmallMiMo-V2-Pro
LMArena WebDev14091433
LMArena Coding14511476
SciCode48.7%—
ALE-Bench—785.17

Reasoning Inkling-Small leads

Inkling-Small: 38.6 (#63), MiMo-V2-Pro: 22.1 (#206)

Reasoning benchmarks
BenchmarkInkling-SmallMiMo-V2-Pro
LMArena Hard Prompts14231457
ARC-AGI-240.1%—
NYT Connections (extended)—25.8%
ARC-AGI-184%—
CritPt8.3%—
Chess Puzzles18%—
Thematic Generalization—45.9%
Mystery Game Puzzles6%—
Epoch Capabilities Index150.15—

Math Inkling-Small leads

Inkling-Small: 45.1 (#77), MiMo-V2-Pro: 39.5 (#102)

Math benchmarks
BenchmarkInkling-SmallMiMo-V2-Pro
LMArena Math14591447
FrontierMath (Tiers 1-3)46.3%—
FrontierMath Tier 417.1%—
OTIS Mock AIME 2024-202590%—
ProofBench6%—

Knowledge Inkling-Small leads

Inkling-Small: 48.2 (#77), MiMo-V2-Pro: 41.4 (#111)

Knowledge benchmarks
BenchmarkInkling-SmallMiMo-V2-Pro
LMArena Expert14421478
GPQA Diamond88.5%—
SimpleQA Verified19.1%—

Multimodal Not comparable

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

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

Multilingual MiMo-V2-Pro leads

Inkling-Small: 51.7 (#104), MiMo-V2-Pro: 52.7 (#81)

Multilingual benchmarks
BenchmarkInkling-SmallMiMo-V2-Pro
LMArena Non-English14021416
LMArena Chinese14651456
LMArena French14361469
LMArena German14051417
LMArena Japanese14051366
LMArena Korean13631400
LMArena Russian13911427
LMArena Spanish14281457

Instruction Following MiMo-V2-Pro leads

Inkling-Small: 73.8 (#114), MiMo-V2-Pro: 76.0 (#49)

Instruction Following benchmarks
BenchmarkInkling-SmallMiMo-V2-Pro
LMArena Instruction Following13991445

Long Context Inkling-Small leads

Inkling-Small: 42.7 (#118), MiMo-V2-Pro: 41.5 (#138)

Long Context benchmarks
BenchmarkInkling-SmallMiMo-V2-Pro
LMArena Longer Query14011455
CL-bench—15.7%
CL-bench Life—6.9%

Writing & Preference MiMo-V2-Pro leads

Inkling-Small: 59.6 (#107), MiMo-V2-Pro: 62.8 (#70)

Writing & Preference benchmarks
BenchmarkInkling-SmallMiMo-V2-Pro
LMArena Text14141436
LMArena Creative Writing13311415
LMArena Multi-Turn14181456
EQ-Bench Creative Writing1491—

Frequently asked questions

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

Inkling-Small is the stronger model overall, scoring 46.5 to 43.0 on the Noometry Index.

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

MiMo-V2-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-Pro better for coding?

They score almost the same on coding (43.6 vs 43.8); test both on your own repository before choosing.

Which has the bigger context window?

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

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

18 benchmarks have published results for both models. Inkling-Small has 33 scored results on Noometry and MiMo-V2-Pro has 23.

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