Model comparison

Kimi K2.7 Code vs MiMo-V2.5

Kimi K2.7 Code and MiMo-V2.5 score almost the same on the Noometry Index (43.3 vs 43.4), so choose on price, context window or the category you care about most.

Last verified . 4 shared benchmarks.

Kimi K2.7 Code Moonshot AI

43.3

Rank #94 Confirmed

MiMo-V2.5 Xiaomi

43.4

Rank #93 Confirmed

Summary

  • They share 4 benchmarks with published results for both. Kimi K2.7 Code scores higher in 3 categories and MiMo-V2.5 in 1 category; 4 gaps are clear of the uncertainty.
  • The widest gap is in math, where Kimi K2.7 Code leads 52.9 to 36.8.
  • The biggest single-benchmark swing is CritPt: 10% for Kimi K2.7 Code and 3.7% for MiMo-V2.5.
  • MiMo-V2.5 is cheaper at $0.14 / $0.28 per million input/output tokens, against $0.95 / $4 for Kimi K2.7 Code.
  • MiMo-V2.5 accepts more context: 1.05M tokens versus 262K.

Side by side

Kimi K2.7 Code and MiMo-V2.5 specifications
Kimi K2.7 CodeMiMo-V2.5
ProviderMoonshot AIXiaomi
Noometry Index43.343.4
Released2026-06-122026-04-22
WeightsOpenOpen
Context window262K1.05M
Max output262K131K
Input $ / M tokens$0.95$0.14
Output $ / M tokens$4$0.28
Results tracked1923

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Category by category

Coding MiMo-V2.5 leads

Kimi K2.7 Code: 42.9 (#95), MiMo-V2.5: 43.9 (#81)

Coding benchmarks
BenchmarkKimi K2.7 CodeMiMo-V2.5
LMArena WebDev14731438
SciCode47.5%43.1%
ALE-Bench886.23513.95
DeepSWE30.5%—
FrontierCode30.1%—
WeirdML54.1%—
LMArena Coding—1469

Agentic & Tool Use Not comparable

Kimi K2.7 Code: 24.0 (#122), MiMo-V2.5: —

Agentic & Tool Use benchmarks
BenchmarkKimi K2.7 CodeMiMo-V2.5
APEX-Agents37.6%—
GBAEval0.9%—
Vending-Bench 25,083—

Reasoning Kimi K2.7 Code leads

Kimi K2.7 Code: 39.0 (#61), MiMo-V2.5: 28.6 (#101)

Reasoning benchmarks
BenchmarkKimi K2.7 CodeMiMo-V2.5
CritPt10%3.7%
SimpleBench57.9%—
Chess Puzzles21%—
LMArena Hard Prompts—1450
Surface Evolver Bench48.8%—
Epoch Capabilities Index149.97—

Math Kimi K2.7 Code leads

Kimi K2.7 Code: 52.9 (#48), MiMo-V2.5: 36.8 (#163)

Math benchmarks
BenchmarkKimi K2.7 CodeMiMo-V2.5
FrontierMath (Tiers 1-3)54%—
FrontierMath Tier 412.2%—
OTIS Mock AIME 2024-202595.6%—
ProofBench—16%
LMArena Math—1436

Knowledge Kimi K2.7 Code leads

Kimi K2.7 Code: 53.5 (#57), MiMo-V2.5: 40.8 (#115)

Knowledge benchmarks
BenchmarkKimi K2.7 CodeMiMo-V2.5
GPQA Diamond87.9%—
SimpleQA Verified36.5%—
LMArena Expert—1460

Multimodal Not comparable

Kimi K2.7 Code: —, MiMo-V2.5: 39.8 (#54)

Multimodal benchmarks
BenchmarkKimi K2.7 CodeMiMo-V2.5
LMArena Vision—1247

Multilingual Not comparable

Kimi K2.7 Code: —, MiMo-V2.5: 51.9 (#99)

Multilingual benchmarks
BenchmarkKimi K2.7 CodeMiMo-V2.5
LMArena Non-English—1404
LMArena Chinese—1468
LMArena French—1447
LMArena German—1421
LMArena Japanese—1306
LMArena Korean—1363
LMArena Russian—1395
LMArena Spanish—1416

Instruction Following Not comparable

Kimi K2.7 Code: —, MiMo-V2.5: 75.5 (#60)

Instruction Following benchmarks
BenchmarkKimi K2.7 CodeMiMo-V2.5
LMArena Instruction Following—1434

Long Context Not comparable

Kimi K2.7 Code: —, MiMo-V2.5: 44.2 (#73)

Long Context benchmarks
BenchmarkKimi K2.7 CodeMiMo-V2.5
LMArena Longer Query—1445

Writing & Preference Not comparable

Kimi K2.7 Code: —, MiMo-V2.5: 61.6 (#86)

Writing & Preference benchmarks
BenchmarkKimi K2.7 CodeMiMo-V2.5
LMArena Text—1428
LMArena Creative Writing—1393
LMArena Multi-Turn—1445

Frequently asked questions

Is Kimi K2.7 Code better than MiMo-V2.5?

Kimi K2.7 Code and MiMo-V2.5 score almost the same on the Noometry Index (43.3 vs 43.4), so choose on price, context window or the category you care about most.

Which is cheaper, Kimi K2.7 Code or MiMo-V2.5?

MiMo-V2.5 is cheaper. It lists at $0.14 per million input tokens and $0.28 per million output tokens; Kimi K2.7 Code lists at $0.95 and $4.

Is Kimi K2.7 Code or MiMo-V2.5 better for coding?

MiMo-V2.5 scores higher on coding benchmarks: 43.9 versus 42.9 in the Noometry coding category.

Which has the bigger context window?

MiMo-V2.5 does, with 1.05M tokens against 262K.

How many benchmarks do Kimi K2.7 Code and MiMo-V2.5 share?

4 benchmarks have published results for both models. Kimi K2.7 Code has 19 scored results on Noometry and MiMo-V2.5 has 23.

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