Instruction following · Moonshot AI

Kimi K1.5 8B on IFEval: score, rank and what it means

Kimi K1.5 8B scores 72.6 on IFEval, placing it #422 of 600 models in the index. The benchmark average is 78.6 and the leader is Claude Opus 4.5 Pro at 96.1.

Score
72.6
0–100 scale
Rank
#422
of 600
Percentile
30th
within the index
Benchmark avg
78.6
all models
Leader
96.1
Claude Opus 4.5 Pro
Gap to leader
23.5
points

Score distribution

The chart shows the top 10 models on IFEval, with Kimi K1.5 8B highlighted. Longer bars mean higher scores.

Claude Opus 4.5 Pro 96.1
Claude Opus 4.5 Reasoning 95.9
GPT-5.2 Pro 95.6
GPT-5.2 Max 95.2
GPT-5.2 Reasoning 95.0
GPT-5.1 Pro 94.8
Gemini 3 Pro Max 94.7
GPT-5.1 Reasoning 94.6
Claude Opus 4.5 Max 94.5
o4 Reasoning 94.5

Top 10 leaderboard

#ModelProviderContextInput / 1MAvg score
1 Claude Opus 4.5 Pro Anthropic 200000 $20.98 89.1
2 Claude Opus 4.5 Reasoning Anthropic 2000000 $20.91 88.2
3 GPT-5.2 Pro OpenAI 2000000 $21.32 89.6
4 GPT-5.2 Max OpenAI 1000000 $21.39 89.2
5 GPT-5.2 Reasoning OpenAI 1000000 $20.98 87.5
6 GPT-5.1 Pro OpenAI 200000 $19.77 87.8
7 Gemini 3 Pro Max Google DeepMind 2000000 $20.57 87.9
8 GPT-5.1 Reasoning OpenAI 400000 $20.27 88.3
9 Claude Opus 4.5 Max Anthropic 1000000 $20.90 87.8
10 o4 Reasoning OpenAI 1000000 $19.69 87.5

What this score means

On IFEval, Kimi K1.5 8B sits at #422 of 600. The leader, Claude Opus 4.5 Pro, scores 96.1, so the gap to the top is 23.5 points. The median model in this index scores 81.2, which puts Kimi K1.5 8B below the midpoint.

Moonshot AI models average 80.8 on this benchmark. Kimi K1.5 8B is 8.2 points below that provider line, so it is a weaker result than the average Moonshot AI model.

Among small open-weight models, the average is 64.9. Kimi K1.5 8B is 7.7 points above that group. This is the more useful comparison if you are shortlisting within the same tier rather than across the whole index.

Read a 72.6 as a relative signal, not an absolute guarantee. Benchmark scores depend on prompt format, evaluation harness and contamination controls. Use this page to narrow the shortlist, then test the model on your own data.

Price context

At $1.54 per million input tokens, Kimi K1.5 8B is below the median input price of $4.00 across the 600 models scored on IFEval. The models immediately around it in the ranking are shown below so you can compare score and price together.

ModelProviderContextInput / 1MAvg score
StableLM 2 Instruct Stability AI 16384 $1.93 65.2
Embed 4 Pro Cohere 4096 $5.05 63.5
Firesearch Mini Fireworks AI 32768 $3.94 61.5
SmolLM3 Hugging Face 8192 $1.71 63.1
Kimi K1.5 8B Moonshot AI 8192 $1.54 62.2
Llama 4 Maverick 8B Meta AI 4096 $1.64 63.4
SmolLM3 Chat Hugging Face 16384 $1.61 62.1

Other benchmarks for Kimi K1.5 8B

BenchmarkScoreRankPercentileRelative
MMLU-Pro 68.1 415 31th
GPQA Diamond 59.2 413 31th
SWE-bench Verified 45.6 456 24th
HumanEval 66.1 429 29th
MATH-500 62.1 443 26th
AIME 2025 54.4 417 31th
LiveCodeBench 52.1 428 29th
TruthfulQA 66.9 431 28th
HellaSwag 76.2 424 29th
MMMU 61.0 420 30th
Arena Elo 1300.8 420 30th

FAQ

What score does Kimi K1.5 8B get on IFEval?

Kimi K1.5 8B scores 72.6 on IFEval in this index. The benchmark average is 78.6 and the top score is 96.1.

How does Kimi K1.5 8B rank on IFEval?

It ranks #422 of 600 models, in the 30th percentile. The leader is Claude Opus 4.5 Pro at 96.1.

Is Kimi K1.5 8B good at IFEval?

It is below the median for this benchmark, so test it carefully before relying on it for this capability. The result should be read alongside its price and context window.

How is the IFEval score calculated?

IFEval is a instruction following benchmark. Scores in this index are modelled estimates on a 0–100 scale (or Elo for Arena), derived from capability tier and benchmark difficulty. They are not official leaderboard results.

What does Kimi K1.5 8B cost?

Kimi K1.5 8B costs $1.54 per million input tokens and $5.98 per million output tokens.

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