Coding · Anthropic

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

Claude Opus 4.5 Mini scores 82.8 on HumanEval, placing it #162 of 600 models in the index. The benchmark average is 74.0 and the leader is GPT-5.2 Pro at 96.8.

Score
82.8
0–100 scale
Rank
#162
of 600
Percentile
73th
within the index
Benchmark avg
74.0
all models
Leader
96.8
GPT-5.2 Pro
Gap to leader
14.0
points

Score distribution

The chart shows the top 10 models on HumanEval, with Claude Opus 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 Opus 4.5 Mini sits at #162 of 600. The leader, GPT-5.2 Pro, scores 96.8, so the gap to the top is 14.0 points. The median model in this index scores 77.4, which puts Claude Opus 4.5 Mini above the midpoint.

Anthropic models average 86.0 on this benchmark. Claude Opus 4.5 Mini is 3.2 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 Opus 4.5 Mini is 0.6 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 82.8 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 $12.72 per million input tokens, Claude Opus 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 Chat Meta AI 32768 $4.66 78.0
Command A Cohere 200000 $13.30 79.6
Sonar Pro Pro Perplexity 200000 $13.59 79.7
Qwen3-Coder Chat Alibaba Cloud 128000 $4.59 78.4
Claude Opus 4.5 Mini Anthropic 65536 $12.72 79.0
DeepSeek-V3.2 Base DeepSeek 128000 $5.05 80.2
Nemotron 4 NVIDIA 65536 $4.18 76.6

Other benchmarks for Claude Opus 4.5 Mini

BenchmarkScoreRankPercentileRelative
MMLU-Pro 83.0 103 83th
GPQA Diamond 76.2 113 81th
SWE-bench Verified 64.8 216 64th
MATH-500 84.2 119 80th
AIME 2025 76.1 138 77th
LiveCodeBench 72.5 136 77th
IFEval 84.3 205 66th
TruthfulQA 81.1 153 75th
HellaSwag 87.1 170 72th
MMMU 76.5 123 80th
Arena Elo 1403.1 201 67th

FAQ

What score does Claude Opus 4.5 Mini get on HumanEval?

Claude Opus 4.5 Mini scores 82.8 on HumanEval in this index. The benchmark average is 74.0 and the top score is 96.8.

How does Claude Opus 4.5 Mini rank on HumanEval?

It ranks #162 of 600 models, in the 73rd percentile. The leader is GPT-5.2 Pro at 96.8.

Is Claude Opus 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 Opus 4.5 Mini cost?

Claude Opus 4.5 Mini costs $12.72 per million input tokens and $48.32 per million output tokens.

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