Model comparison

Kimi K2.5 Instant vs Llama 3.1-8B

Kimi K2.5 Instant is the stronger model overall, scoring 43.6 to 23.0 on the Noometry Index.

Last verified . 16 shared benchmarks.

Kimi K2.5 Instant Moonshot AI

43.6

Rank #89 Confirmed

Llama 3.1-8B Meta

23.0

Rank #352 Confirmed

Summary

  • They share 16 benchmarks with published results for both. Kimi K2.5 Instant scores higher in 8 categories and Llama 3.1-8B in 0 categories; 8 gaps are clear of the uncertainty.
  • The widest gap is in knowledge, where Kimi K2.5 Instant leads 40.2 to 8.0.

Side by side

Kimi K2.5 Instant and Llama 3.1-8B specifications
Kimi K2.5 InstantLlama 3.1-8B
ProviderMoonshot AIMeta
Noometry Index43.623.0
Released—2024-07-23
WeightsOpenOpen
Context window—128K
Max output—4K
Input $ / M tokens—$0.05
Output $ / M tokens—$0.08
Results tracked1843

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Category by category

Coding Kimi K2.5 Instant leads

Kimi K2.5 Instant: 42.6 (#97), Llama 3.1-8B: 20.2 (#340)

Coding benchmarks
BenchmarkKimi K2.5 InstantLlama 3.1-8B
LMArena Coding14841195
LMArena WebDev1404—
SciCode—13.2%
WeirdML—1.7%
BigCodeBench Instruct—32.8%
BigCodeBench Complete—40.5%
HumanEval+—62.8%
MBPP+—55.6%

Agentic & Tool Use Not comparable

Kimi K2.5 Instant: —, Llama 3.1-8B: 22.5 (#131)

Agentic & Tool Use benchmarks
BenchmarkKimi K2.5 InstantLlama 3.1-8B
Berkeley Function Calling Leaderboard—25.8%
BALROG—15.1%

Reasoning Kimi K2.5 Instant leads

Kimi K2.5 Instant: 29.7 (#90), Llama 3.1-8B: 14.9 (#321)

Reasoning benchmarks
BenchmarkKimi K2.5 InstantLlama 3.1-8B
LMArena Hard Prompts14431175
CritPt—0%
Chess Puzzles—0%
DTBench—50.9%
LMCA—5.4%
Epoch Capabilities Index—116.57
PIQA—81.2%

Math Kimi K2.5 Instant leads

Kimi K2.5 Instant: 39.4 (#105), Llama 3.1-8B: 10.2 (#317)

Math benchmarks
BenchmarkKimi K2.5 InstantLlama 3.1-8B
LMArena Math14421179
OTIS Mock AIME 2024-2025—1.7%
Omni-MATH—13.7%
MATH Level 5—22.9%
GSM8K—82.4%

Knowledge Kimi K2.5 Instant leads

Kimi K2.5 Instant: 40.2 (#123), Llama 3.1-8B: 8.0 (#307)

Knowledge benchmarks
BenchmarkKimi K2.5 InstantLlama 3.1-8B
LMArena Expert14401144
GPQA Diamond—27%
MMLU-Pro—40.6%
GPQA (HELM)—24.7%
BoolQ—82.8%
MMLU—56.1%

Multimodal Not comparable

Kimi K2.5 Instant: 40.2 (#50), Llama 3.1-8B: —

Multimodal benchmarks
BenchmarkKimi K2.5 InstantLlama 3.1-8B
LMArena Vision1254—

Multilingual Kimi K2.5 Instant leads

Kimi K2.5 Instant: 52.0 (#94), Llama 3.1-8B: 34.0 (#249)

Multilingual benchmarks
BenchmarkKimi K2.5 InstantLlama 3.1-8B
LMArena Non-English14061148
LMArena Chinese14491151
LMArena French14031177
LMArena German14131144
LMArena Korean13781053
LMArena Russian14041158
LMArena Spanish14471169
LMArena Japanese—1061

Instruction Following Kimi K2.5 Instant leads

Kimi K2.5 Instant: 75.3 (#65), Llama 3.1-8B: 58.9 (#258)

Instruction Following benchmarks
BenchmarkKimi K2.5 InstantLlama 3.1-8B
LMArena Instruction Following14301159
IFEval—74.3%

Long Context Kimi K2.5 Instant leads

Kimi K2.5 Instant: 43.9 (#83), Llama 3.1-8B: 35.8 (#238)

Long Context benchmarks
BenchmarkKimi K2.5 InstantLlama 3.1-8B
LMArena Longer Query14351182

Writing & Preference Kimi K2.5 Instant leads

Kimi K2.5 Instant: 60.6 (#95), Llama 3.1-8B: 29.7 (#290)

Writing & Preference benchmarks
BenchmarkKimi K2.5 InstantLlama 3.1-8B
LMArena Text14201187
LMArena Creative Writing13811154
LMArena Multi-Turn14271172
EQ-Bench Creative Writing—713
WildBench—68.7%

Frequently asked questions

Is Kimi K2.5 Instant better than Llama 3.1-8B?

Kimi K2.5 Instant is the stronger model overall, scoring 43.6 to 23.0 on the Noometry Index.

Is Kimi K2.5 Instant or Llama 3.1-8B better for coding?

Kimi K2.5 Instant scores higher on coding benchmarks: 42.6 versus 20.2 in the Noometry coding category.

How many benchmarks do Kimi K2.5 Instant and Llama 3.1-8B share?

16 benchmarks have published results for both models. Kimi K2.5 Instant has 18 scored results on Noometry and Llama 3.1-8B has 43.

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