Multimodal · Anthropic

Claude 3.7 Sonnet Mini on MMMU: score, rank and what it means

Claude 3.7 Sonnet Mini scores 68.6 on MMMU, placing it #331 of 600 models in the index. The benchmark average is 67.1 and the leader is GPT-5.2 Max at 86.9.

Score
68.6
0–100 scale
Rank
#331
of 600
Percentile
45th
within the index
Benchmark avg
67.1
all models
Leader
86.9
GPT-5.2 Max
Gap to leader
18.3
points

Score distribution

The chart shows the top 10 models on MMMU, with Claude 3.7 Sonnet Mini highlighted. Longer bars mean higher scores.

GPT-5.2 Max 86.9
GPT-5.1 Reasoning 86.2
GPT-5.2 85.3
Claude Sonnet 4.5 Reasoning 85.2
GPT-5.1 Max 85.1
Grok 4 Pro 84.9
Claude Opus 4.5 Reasoning 84.6
Claude Sonnet 4.5 Pro 84.5
GPT-5.2 Pro 84.4
GPT-5.2 Vision 84.4

Top 10 leaderboard

#ModelProviderContextInput / 1MAvg score
1 GPT-5.2 Max OpenAI 1000000 $21.39 89.2
2 GPT-5.1 Reasoning OpenAI 400000 $20.27 88.3
3 GPT-5.2 OpenAI 2000000 $19.71 88.0
4 Claude Sonnet 4.5 Reasoning Anthropic 400000 $19.48 87.7
5 GPT-5.1 Max OpenAI 2000000 $20.50 87.9
6 Grok 4 Pro xAI 1000000 $19.00 85.4
7 Claude Opus 4.5 Reasoning Anthropic 2000000 $20.91 88.2
8 Claude Sonnet 4.5 Pro Anthropic 1000000 $18.73 86.7
9 GPT-5.2 Pro OpenAI 2000000 $21.32 89.6
10 GPT-5.2 Vision OpenAI 1000000 $19.03 87.4

What this score means

On MMMU, Claude 3.7 Sonnet Mini sits at #331 of 600. The leader, GPT-5.2 Max, scores 86.9, so the gap to the top is 18.3 points. The median model in this index scores 70.0, which puts Claude 3.7 Sonnet Mini below the midpoint.

Anthropic models average 77.3 on this benchmark. Claude 3.7 Sonnet Mini is 8.7 points below that provider line, so it is a weaker result than the average Anthropic model.

Among multimodal models, the average is 74.3. Claude 3.7 Sonnet Mini is 5.7 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 68.6 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 $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 MMMU. The models immediately around it in the ranking are shown below so you can compare score and price together.

ModelProviderContextInput / 1MAvg score
Llama 3 Modal Base Modal 16384 $3.21 72.2
Phi-3.5 Microsoft 16384 $2.81 70.9
Doubao 1.5 Pro Mini ByteDance 32768 $8.30 72.3
Firesearch Pro Fireworks AI 32768 $7.67 70.4
Claude 3.7 Sonnet Mini Anthropic 32768 $9.74 73.0
Llama 3 Hyperbolic Base Hyperbolic 32768 $3.02 71.1
Yi-Large Base 01.AI 16384 $2.78 70.3

Other benchmarks for Claude 3.7 Sonnet Mini

BenchmarkScoreRankPercentileRelative
MMLU-Pro 75.0 332 45th
GPQA Diamond 70.5 248 59th
SWE-bench Verified 60.6 313 48th
HumanEval 76.4 320 47th
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
Arena Elo 1386.6 260 57th

FAQ

What score does Claude 3.7 Sonnet Mini get on MMMU?

Claude 3.7 Sonnet Mini scores 68.6 on MMMU in this index. The benchmark average is 67.1 and the top score is 86.9.

How does Claude 3.7 Sonnet Mini rank on MMMU?

It ranks #331 of 600 models, in the 45th percentile. The leader is GPT-5.2 Max at 86.9.

Is Claude 3.7 Sonnet Mini good at MMMU?

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 MMMU score calculated?

MMMU is a multimodal 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.

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