Model comparison

Kimi K2 (Jul 2025) vs Llama 3-8B

Kimi K2 (Jul 2025) is the stronger model overall, scoring 41.2 to 25.5 on the Noometry Index.

Last verified . 19 shared benchmarks.

Kimi K2 (Jul 2025) Moonshot AI

41.2

Rank #140 Confirmed

Llama 3-8B Meta

25.5

Rank #344 Confirmed

Summary

  • They share 19 benchmarks with published results for both. Kimi K2 (Jul 2025) scores higher in 8 categories and Llama 3-8B in 0 categories; 8 gaps are clear of the uncertainty.
  • The widest gap is in math, where Kimi K2 (Jul 2025) leads 42.7 to 8.8.

Side by side

Kimi K2 (Jul 2025) and Llama 3-8B specifications
Kimi K2 (Jul 2025)Llama 3-8B
ProviderMoonshot AIMeta
Noometry Index41.225.5
Released2025-07-122024-04-18
WeightsOpenOpen
Context window262K—
Max output262K—
Input $ / M tokens$0.57—
Output $ / M tokens$2.30—
Results tracked4234

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Category by category

Coding Kimi K2 (Jul 2025) leads

Kimi K2 (Jul 2025): 42.4 (#102), Llama 3-8B: 31.0 (#289)

Coding benchmarks
BenchmarkKimi K2 (Jul 2025)Llama 3-8B
LMArena Coding13991152
SWE-bench Verified (bash only)63.4%—
Aider Polyglot59.1%—
GSO4.9%—
WeirdML42.8%—
BigCodeBench Instruct—31.9%
BigCodeBench Complete—36.9%
ALE-Bench597.5—
HumanEval+—56.7%
MBPP+—54.8%

Agentic & Tool Use Not comparable

Kimi K2 (Jul 2025): 32.4 (#64), Llama 3-8B: —

Agentic & Tool Use benchmarks
BenchmarkKimi K2 (Jul 2025)Llama 3-8B
Terminal-Bench35.7%—
Berkeley Function Calling Leaderboard59.1%—
METR Time Horizons59.2%—

Reasoning Kimi K2 (Jul 2025) leads

Kimi K2 (Jul 2025): 23.3 (#179), Llama 3-8B: 14.3 (#326)

Reasoning benchmarks
BenchmarkKimi K2 (Jul 2025)Llama 3-8B
LMArena Hard Prompts13841133
Epoch Capabilities Index146.01116.45
ForecastBench60.258.6
SimpleBench26.3%—
Kagi LLM Benchmark64.4%—
Chess Puzzles—0%
DTBench—43.9%
Adversarial NLI—57.3%
WinoGrande—75.7%

Math Kimi K2 (Jul 2025) leads

Kimi K2 (Jul 2025): 42.7 (#83), Llama 3-8B: 8.8 (#323)

Math benchmarks
BenchmarkKimi K2 (Jul 2025)Llama 3-8B
LMArena Math13971151
OTIS Mock AIME 2024-2025—1.9%
Omni-MATH65.4%—
MATH Level 5—6.1%
FrontierMath (Feb 2025 set)21.4%—
FrontierMath Tier 4 (v1)0%—

Knowledge Kimi K2 (Jul 2025) leads

Kimi K2 (Jul 2025): 37.3 (#157), Llama 3-8B: 7.8 (#308)

Knowledge benchmarks
BenchmarkKimi K2 (Jul 2025)Llama 3-8B
LMArena Expert13651113
GPQA Diamond—26.1%
MMLU-Pro81.9%—
Confabulations20.4%—
Vectara Hallucination Rate17.9%—
GPQA (HELM)65.3%—
ARC (AI2) Challenge—82.8%
MMLU—68.8%
OpenBookQA—82.6%
TriviaQA—67.7%

Multilingual Kimi K2 (Jul 2025) leads

Kimi K2 (Jul 2025): 49.6 (#130), Llama 3-8B: 30.8 (#261)

Multilingual benchmarks
BenchmarkKimi K2 (Jul 2025)Llama 3-8B
LMArena Non-English13721098
LMArena Chinese14151076
LMArena French13791159
LMArena German13871104
LMArena Japanese1349967
LMArena Korean13251004
LMArena Russian13851109
LMArena Spanish13861173

Instruction Following Kimi K2 (Jul 2025) leads

Kimi K2 (Jul 2025): 71.1 (#156), Llama 3-8B: 58.4 (#260)

Instruction Following benchmarks
BenchmarkKimi K2 (Jul 2025)Llama 3-8B
LMArena Instruction Following13481127
IFEval85%—

Long Context Kimi K2 (Jul 2025) leads

Kimi K2 (Jul 2025): 41.2 (#145), Llama 3-8B: 34.2 (#251)

Long Context benchmarks
BenchmarkKimi K2 (Jul 2025)Llama 3-8B
LMArena Longer Query13531128
Fiction.LiveBench66.7%—
CL-bench17.6%—

Writing & Preference Kimi K2 (Jul 2025) leads

Kimi K2 (Jul 2025): 62.3 (#78), Llama 3-8B: 37.5 (#256)

Writing & Preference benchmarks
BenchmarkKimi K2 (Jul 2025)Llama 3-8B
LMArena Text13801166
LMArena Creative Writing13501150
LMArena Multi-Turn13711152
Short-Story Creative Writing85.6%—
EQ-Bench Creative Writing1666—
WildBench86.2%—

Frequently asked questions

Is Kimi K2 (Jul 2025) better than Llama 3-8B?

Kimi K2 (Jul 2025) is the stronger model overall, scoring 41.2 to 25.5 on the Noometry Index.

Is Kimi K2 (Jul 2025) or Llama 3-8B better for coding?

Kimi K2 (Jul 2025) scores higher on coding benchmarks: 42.4 versus 31.0 in the Noometry coding category.

How many benchmarks do Kimi K2 (Jul 2025) and Llama 3-8B share?

19 benchmarks have published results for both models. Kimi K2 (Jul 2025) has 42 scored results on Noometry and Llama 3-8B has 34.

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