Claude 3.7 Sonnet Mini on HumanEval: score, rank and what it means
Claude 3.7 Sonnet Mini scores 76.4 on HumanEval, placing it #320 of 600 models in the index. The benchmark average is 74.0 and the leader is GPT-5.2 Pro at 96.8.
Score distribution
The chart shows the top 10 models on HumanEval, with Claude 3.7 Sonnet Mini highlighted. Longer bars mean higher scores.
Top 10 leaderboard
| # | Model | Provider | Context | Input / 1M | Avg 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 3.7 Sonnet Mini sits at #320 of 600. The leader, GPT-5.2 Pro, scores 96.8, so the gap to the top is 20.4 points. The median model in this index scores 77.4, which puts Claude 3.7 Sonnet Mini below the midpoint.
Anthropic models average 86.0 on this benchmark. Claude 3.7 Sonnet Mini is 9.6 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 3.7 Sonnet Mini is 5.8 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 76.4 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 $9.74 per million input tokens, Claude 3.7 Sonnet 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.
| Model | Provider | Context | Input / 1M | Avg score |
|---|---|---|---|---|
| Llama 3 Modal Chat | Modal | 65536 | $3.55 | 73.3 |
| Nova Lite Pro | Amazon | 200000 | $9.69 | 74.1 |
| OLMo 2 Instruct | Allen Institute for AI | 32768 | $3.03 | 71.7 |
| Firefunction Pro | Fireworks AI | 16384 | $9.05 | 72.9 |
| Claude 3.7 Sonnet Mini | Anthropic | 32768 | $9.74 | 73.0 |
| Command A Mini | Cohere | 8192 | $8.12 | 71.0 |
| Llama 3.1 Base | Meta AI | 32768 | $3.39 | 72.2 |
Other benchmarks for Claude 3.7 Sonnet Mini
| Benchmark | Score | Rank | Percentile | Relative |
|---|---|---|---|---|
| MMLU-Pro | 75.0 | 332 | 45th | |
| GPQA Diamond | 70.5 | 248 | 59th | |
| SWE-bench Verified | 60.6 | 313 | 48th | |
| MATH-500 | 74.6 | 336 | 44th | |
| AIME 2025 | 69.5 | 267 | 56th | |
| LiveCodeBench | 67.8 | 229 | 62th | |
| IFEval | 80.8 | 315 | 48th | |
| TruthfulQA | 76.2 | 302 | 50th | |
| HellaSwag | 83.1 | 314 | 48th | |
| MMMU | 68.6 | 331 | 45th | |
| Arena Elo | 1386.6 | 260 | 57th |
FAQ
What score does Claude 3.7 Sonnet Mini get on HumanEval?
Claude 3.7 Sonnet Mini scores 76.4 on HumanEval in this index. The benchmark average is 74.0 and the top score is 96.8.
How does Claude 3.7 Sonnet Mini rank on HumanEval?
It ranks #320 of 600 models, in the 47th percentile. The leader is GPT-5.2 Pro at 96.8.
Is Claude 3.7 Sonnet Mini good at HumanEval?
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 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 3.7 Sonnet Mini cost?
Claude 3.7 Sonnet Mini costs $9.74 per million input tokens and $51.20 per million output tokens.