Side-by-side benchmark comparison across agentic, coding, multimodal, knowledge, reasoning, and math workflows.
Claude 3 Haiku is clearly ahead on the aggregate, 49 to 36. The gap is large enough that you do not need to squint at the spreadsheet to see the difference.
Claude 3 Haiku's sharpest advantage is in multimodal & grounded, where it averages 68.7 against 33.4. The single biggest benchmark swing on the page is MMMU-Pro, 70 to 28.
Ministral 3 8B (Reasoning) is the reasoning model in the pair, while Claude 3 Haiku is not. That usually helps on harder chain-of-thought-heavy tests, but it can also mean more latency and more token spend in real use. Claude 3 Haiku gives you the larger context window at 200K, compared with 128K for Ministral 3 8B (Reasoning).
Pick Claude 3 Haiku if you want the stronger benchmark profile. Ministral 3 8B (Reasoning) only becomes the better choice if you want the stronger reasoning-first profile.
Claude 3 Haiku
44
Ministral 3 8B (Reasoning)
38.5
Claude 3 Haiku
19.3
Ministral 3 8B (Reasoning)
15.2
Claude 3 Haiku
68.7
Ministral 3 8B (Reasoning)
33.4
Claude 3 Haiku
59.6
Ministral 3 8B (Reasoning)
42.1
Claude 3 Haiku
42.8
Ministral 3 8B (Reasoning)
30
Claude 3 Haiku
76
Ministral 3 8B (Reasoning)
70
Claude 3 Haiku
71.1
Ministral 3 8B (Reasoning)
61.7
Claude 3 Haiku
62.2
Ministral 3 8B (Reasoning)
47.8
Claude 3 Haiku is ahead overall, 49 to 36. The biggest single separator in this matchup is MMMU-Pro, where the scores are 70 and 28.
Claude 3 Haiku has the edge for knowledge tasks in this comparison, averaging 42.8 versus 30. Inside this category, GPQA is the benchmark that creates the most daylight between them.
Claude 3 Haiku has the edge for coding in this comparison, averaging 19.3 versus 15.2. Inside this category, HumanEval is the benchmark that creates the most daylight between them.
Claude 3 Haiku has the edge for math in this comparison, averaging 62.2 versus 47.8. Inside this category, AIME 2023 is the benchmark that creates the most daylight between them.
Claude 3 Haiku has the edge for reasoning in this comparison, averaging 59.6 versus 42.1. Inside this category, SimpleQA is the benchmark that creates the most daylight between them.
Claude 3 Haiku has the edge for agentic tasks in this comparison, averaging 44 versus 38.5. Inside this category, BrowseComp is the benchmark that creates the most daylight between them.
Claude 3 Haiku has the edge for multimodal and grounded tasks in this comparison, averaging 68.7 versus 33.4. Inside this category, MMMU-Pro is the benchmark that creates the most daylight between them.
Claude 3 Haiku has the edge for instruction following in this comparison, averaging 76 versus 70. Inside this category, IFEval is the benchmark that creates the most daylight between them.
Claude 3 Haiku has the edge for multilingual tasks in this comparison, averaging 71.1 versus 61.7. Inside this category, MGSM is the benchmark that creates the most daylight between them.
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