Model comparison

Kimi K2.7 Code vs Llama 3.1 Tulu 3 8b

Kimi K2.7 Code is the stronger model overall, scoring 43.0 to 35.1 on the Noometry Index.

Last verified . 0 shared benchmarks.

Summary

  • The widest gap is in math, where Kimi K2.7 Code leads 52.6 to 31.3.

Side by side

Kimi K2.7 Code and Llama 3.1 Tulu 3 8b specifications
Kimi K2.7 CodeLlama 3.1 Tulu 3 8b
ProviderMoonshot AIAllen Institute for AI (Ai2)
Noometry Index43.035.1
Released2026-06-12—
WeightsOpenOpen
Context window262K—
Max output262K—
Input $ / M tokens$0.95—
Output $ / M tokens$4—
Results tracked1911

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Category by category

Coding Kimi K2.7 Code leads

Kimi K2.7 Code: 42.4 (#92), Llama 3.1 Tulu 3 8b: 33.9 (#235)

Coding benchmarks
BenchmarkKimi K2.7 CodeLlama 3.1 Tulu 3 8b
DeepSWE30.5%—
FrontierCode30.1%—
LMArena WebDev1473—
SciCode47.5%—
WeirdML54.1%—
LMArena Coding—1184
ALE-Bench886.23—

Agentic & Tool Use Not comparable

Kimi K2.7 Code: 23.9 (#115), Llama 3.1 Tulu 3 8b: —

Agentic & Tool Use benchmarks
BenchmarkKimi K2.7 CodeLlama 3.1 Tulu 3 8b
APEX-Agents37.6%—
GBAEval0.9%—
Vending-Bench 25,083—

Reasoning Kimi K2.7 Code leads

Kimi K2.7 Code: 38.2 (#56), Llama 3.1 Tulu 3 8b: 21.8 (#188)

Reasoning benchmarks
BenchmarkKimi K2.7 CodeLlama 3.1 Tulu 3 8b
SimpleBench57.9%—
CritPt10%—
Chess Puzzles21%—
LMArena Hard Prompts—1174
Surface Evolver Bench48.8%—
Epoch Capabilities Index150.01—

Math Kimi K2.7 Code leads

Kimi K2.7 Code: 52.6 (#39), Llama 3.1 Tulu 3 8b: 31.3 (#196)

Math benchmarks
BenchmarkKimi K2.7 CodeLlama 3.1 Tulu 3 8b
FrontierMath (Tiers 1-3)54%—
FrontierMath Tier 412.2%—
OTIS Mock AIME 2024-202595.6%—
LMArena Math—1195

Knowledge Not comparable

Kimi K2.7 Code: 53.6 (#51), Llama 3.1 Tulu 3 8b: —

Knowledge benchmarks
BenchmarkKimi K2.7 CodeLlama 3.1 Tulu 3 8b
GPQA Diamond87.9%—
SimpleQA Verified36.5%—

Multilingual Not comparable

Kimi K2.7 Code: —, Llama 3.1 Tulu 3 8b: 35.6 (#241)

Multilingual benchmarks
BenchmarkKimi K2.7 CodeLlama 3.1 Tulu 3 8b
LMArena Non-English—1169
LMArena Chinese—1175
LMArena Russian—1193

Instruction Following Not comparable

Kimi K2.7 Code: —, Llama 3.1 Tulu 3 8b: 61.6 (#241)

Instruction Following benchmarks
BenchmarkKimi K2.7 CodeLlama 3.1 Tulu 3 8b
LMArena Instruction Following—1174

Long Context Not comparable

Kimi K2.7 Code: —, Llama 3.1 Tulu 3 8b: 35.8 (#234)

Long Context benchmarks
BenchmarkKimi K2.7 CodeLlama 3.1 Tulu 3 8b
LMArena Longer Query—1181

Writing & Preference Not comparable

Kimi K2.7 Code: —, Llama 3.1 Tulu 3 8b: 39.9 (#240)

Writing & Preference benchmarks
BenchmarkKimi K2.7 CodeLlama 3.1 Tulu 3 8b
LMArena Text—1193
LMArena Creative Writing—1182
LMArena Multi-Turn—1154

Frequently asked questions

Is Kimi K2.7 Code better than Llama 3.1 Tulu 3 8b?

Kimi K2.7 Code is the stronger model overall, scoring 43.0 to 35.1 on the Noometry Index.

Is Kimi K2.7 Code or Llama 3.1 Tulu 3 8b better for coding?

Kimi K2.7 Code scores higher on coding benchmarks: 42.4 versus 33.9 in the Noometry coding category.

How many benchmarks do Kimi K2.7 Code and Llama 3.1 Tulu 3 8b share?

0 benchmarks have published results for both models. Kimi K2.7 Code has 19 scored results on Noometry and Llama 3.1 Tulu 3 8b has 11.

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