Side-by-side benchmark comparison across agentic, coding, multimodal, knowledge, reasoning, and math workflows.
Claude 4 Sonnet is clearly ahead on the aggregate, 64 to 27. The gap is large enough that you do not need to squint at the spreadsheet to see the difference.
Claude 4 Sonnet's sharpest advantage is in multimodal & grounded, where it averages 79.7 against 30.4. The single biggest benchmark swing on the page is MMMU-Pro, 81 to 25.
Claude 4 Sonnet gives you the larger context window at 200K, compared with 128K for Ministral 3 3B.
Pick Claude 4 Sonnet if you want the stronger benchmark profile. Ministral 3 3B only becomes the better choice if its workflow or ecosystem matters more than the raw scoreboard.
Claude 4 Sonnet
57.9
Ministral 3 3B
22.9
Claude 4 Sonnet
42.9
Ministral 3 3B
6.2
Claude 4 Sonnet
79.7
Ministral 3 3B
30.4
Claude 4 Sonnet
71.8
Ministral 3 3B
30.1
Claude 4 Sonnet
56.8
Ministral 3 3B
24.5
Claude 4 Sonnet
83
Ministral 3 3B
67
Claude 4 Sonnet
82.1
Ministral 3 3B
59.7
Claude 4 Sonnet
76.1
Ministral 3 3B
36
Claude 4 Sonnet is ahead overall, 64 to 27. The biggest single separator in this matchup is MMMU-Pro, where the scores are 81 and 25.
Claude 4 Sonnet has the edge for knowledge tasks in this comparison, averaging 56.8 versus 24.5. Inside this category, GPQA is the benchmark that creates the most daylight between them.
Claude 4 Sonnet has the edge for coding in this comparison, averaging 42.9 versus 6.2. Inside this category, HumanEval is the benchmark that creates the most daylight between them.
Claude 4 Sonnet has the edge for math in this comparison, averaging 76.1 versus 36. Inside this category, AIME 2023 is the benchmark that creates the most daylight between them.
Claude 4 Sonnet has the edge for reasoning in this comparison, averaging 71.8 versus 30.1. Inside this category, SimpleQA is the benchmark that creates the most daylight between them.
Claude 4 Sonnet has the edge for agentic tasks in this comparison, averaging 57.9 versus 22.9. Inside this category, Terminal-Bench 2.0 is the benchmark that creates the most daylight between them.
Claude 4 Sonnet has the edge for multimodal and grounded tasks in this comparison, averaging 79.7 versus 30.4. Inside this category, MMMU-Pro is the benchmark that creates the most daylight between them.
Claude 4 Sonnet has the edge for instruction following in this comparison, averaging 83 versus 67. Inside this category, IFEval is the benchmark that creates the most daylight between them.
Claude 4 Sonnet has the edge for multilingual tasks in this comparison, averaging 82.1 versus 59.7. Inside this category, MGSM is the benchmark that creates the most daylight between them.
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