Instruction following · Moonshot AI

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

Kimi K1.5 Chat scores 88.2 on IFEval, placing it #99 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
88.2
0–100 scale
Rank
#99
of 600
Percentile
84th
within the index
Benchmark avg
78.6
all models
Leader
96.1
Claude Opus 4.5 Pro
Gap to leader
7.9
points

Score distribution

The chart shows the top 10 models on IFEval, with Kimi K1.5 Chat 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 Chat sits at #99 of 600. The leader, Claude Opus 4.5 Pro, scores 96.1, so the gap to the top is 7.9 points. The median model in this index scores 81.2, which puts Kimi K1.5 Chat above the midpoint.

Moonshot AI models average 80.8 on this benchmark. Kimi K1.5 Chat is 7.4 points above that provider line, so it is a stronger result than the average Moonshot AI model.

Among multimodal models, the average is 85.2. Kimi K1.5 Chat is 3.0 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 88.2 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 $5.11 per million input tokens, Kimi K1.5 Chat is above 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
Claude 3.7 Sonnet Pro Anthropic 128000 $16.07 83.3
Sonar Pro Max Perplexity 128000 $14.01 81.1
DeepSeek-R1 Base DeepSeek 400000 $5.05 80.1
GPT-4.1 Turbo OpenAI 1000000 $16.12 82.9
Kimi K1.5 Chat Moonshot AI 128000 $5.11 80.2
Nova Pro Turbo Amazon 128000 $13.18 78.4
Kimi K2 Chat Moonshot AI 400000 $5.74 82.1

Other benchmarks for Kimi K1.5 Chat

BenchmarkScoreRankPercentileRelative
MMLU-Pro 81.3 139 77th
GPQA Diamond 78.1 83 86th
SWE-bench Verified 69.9 111 82th
HumanEval 84.3 127 79th
MATH-500 81.7 171 72th
AIME 2025 81.4 68 89th
LiveCodeBench 75.7 86 86th
TruthfulQA 80.3 171 72th
HellaSwag 87.2 165 73th
MMMU 73.6 202 66th
Arena Elo 1422.6 137 77th

FAQ

What score does Kimi K1.5 Chat get on IFEval?

Kimi K1.5 Chat scores 88.2 on IFEval in this index. The benchmark average is 78.6 and the top score is 96.1.

How does Kimi K1.5 Chat rank on IFEval?

It ranks #99 of 600 models, in the 84th percentile. The leader is Claude Opus 4.5 Pro at 96.1.

Is Kimi K1.5 Chat good at IFEval?

Yes, relative to the index: it is above the median and inside the top half of scores. 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 Chat cost?

Kimi K1.5 Chat costs $5.11 per million input tokens and $26.59 per million output tokens.

Related