Coding · Anthropic

Claude Sonnet 4.5 Mini on HumanEval: score, rank and what it means

Claude Sonnet 4.5 Mini scores 80.9 on HumanEval, placing it #215 of 600 models in the index. The benchmark average is 74.0 and the leader is GPT-5.2 Pro at 96.8.

Score
80.9
0–100 scale
Rank
#215
of 600
Percentile
64th
within the index
Benchmark avg
74.0
all models
Leader
96.8
GPT-5.2 Pro
Gap to leader
15.9
points

Score distribution

The chart shows the top 10 models on HumanEval, with Claude Sonnet 4.5 Mini highlighted. Longer bars mean higher scores.

GPT-5.2 Pro 96.8
Gemini 3 Pro Pro 95.0
o4 Max 94.6
Grok 4 Reasoning 93.8
Claude Opus 4.5 93.7
GPT-5.2 Max 93.6
Claude Opus 4.5 Pro 93.4
Grok 4 Max 93.4
GPT-5.2 Turbo 93.2
GPT-5.1 Reasoning 92.9

Top 10 leaderboard

#ModelProviderContextInput / 1MAvg score
1 GPT-5.2 Pro OpenAI 2000000 $21.32 89.6
2 Gemini 3 Pro Pro Google DeepMind 200000 $19.80 87.3
3 o4 Max OpenAI 2000000 $19.51 86.2
4 Grok 4 Reasoning xAI 2000000 $19.67 87.8
5 Claude Opus 4.5 Anthropic 400000 $19.42 87.7
6 GPT-5.2 Max OpenAI 1000000 $21.39 89.2
7 Claude Opus 4.5 Pro Anthropic 200000 $20.98 89.1
8 Grok 4 Max xAI 2000000 $19.70 86.6
9 GPT-5.2 Turbo OpenAI 1000000 $20.73 87.4
10 GPT-5.1 Reasoning OpenAI 400000 $20.27 88.3

What this score means

On HumanEval, Claude Sonnet 4.5 Mini sits at #215 of 600. The leader, GPT-5.2 Pro, scores 96.8, so the gap to the top is 15.9 points. The median model in this index scores 77.4, which puts Claude Sonnet 4.5 Mini above the midpoint.

Anthropic models average 86.0 on this benchmark. Claude Sonnet 4.5 Mini is 5.1 points below that provider line, so it is a weaker result than the average Anthropic model.

Among multimodal models, the average is 82.2. Claude Sonnet 4.5 Mini is 1.3 points below that group. This is the more useful comparison if you are shortlisting within the same tier rather than across the whole index.

Read a 80.9 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 $11.43 per million input tokens, Claude Sonnet 4.5 Mini is above the median input price of $4.00 across the 600 models scored on HumanEval. The models immediately around it in the ranking are shown below so you can compare score and price together.

ModelProviderContextInput / 1MAvg score
Llama 4 Scout Base Meta AI 32768 $3.95 75.3
Reka Flash Max Reka AI 32768 $11.17 75.9
Llama 3 Baseten Baseten 128000 $3.62 74.9
Llama 3 Replicate Replicate 200000 $3.75 75.7
Claude Sonnet 4.5 Mini Anthropic 32768 $11.43 76.5
Llama 3.1 Turbo Chat Together AI 200000 $3.95 76.1
Phi-4 Chat Microsoft 65536 $3.66 74.7

Other benchmarks for Claude Sonnet 4.5 Mini

BenchmarkScoreRankPercentileRelative
MMLU-Pro 77.3 267 56th
GPQA Diamond 69.5 278 54th
SWE-bench Verified 68.1 144 76th
MATH-500 78.6 246 59th
AIME 2025 69.1 277 54th
LiveCodeBench 72.8 132 78th
IFEval 85.8 162 73th
TruthfulQA 81.1 154 74th
HellaSwag 86.4 197 67th
MMMU 71.8 248 59th
Arena Elo 1403.3 199 67th

FAQ

What score does Claude Sonnet 4.5 Mini get on HumanEval?

Claude Sonnet 4.5 Mini scores 80.9 on HumanEval in this index. The benchmark average is 74.0 and the top score is 96.8.

How does Claude Sonnet 4.5 Mini rank on HumanEval?

It ranks #215 of 600 models, in the 64th percentile. The leader is GPT-5.2 Pro at 96.8.

Is Claude Sonnet 4.5 Mini good at HumanEval?

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 HumanEval score calculated?

HumanEval is a coding 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 Claude Sonnet 4.5 Mini cost?

Claude Sonnet 4.5 Mini costs $11.43 per million input tokens and $50.28 per million output tokens.

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