Side-by-side benchmark comparison across agentic, coding, multimodal, knowledge, reasoning, and math workflows.
o3-pro is clearly ahead on the aggregate, 71 to 36. The gap is large enough that you do not need to squint at the spreadsheet to see the difference.
o3-pro's sharpest advantage is in reasoning, where it averages 83.6 against 42.1. The single biggest benchmark swing on the page is GPQA, 89 to 29.
o3-pro gives you the larger context window at 200K, compared with 128K for Ministral 3 8B (Reasoning).
Pick o3-pro if you want the stronger benchmark profile. Ministral 3 8B (Reasoning) only becomes the better choice if its workflow or ecosystem matters more than the raw scoreboard.
o3-pro
70.4
Ministral 3 8B (Reasoning)
38.5
o3-pro
49.2
Ministral 3 8B (Reasoning)
15.2
o3-pro
74.1
Ministral 3 8B (Reasoning)
33.4
o3-pro
83.6
Ministral 3 8B (Reasoning)
42.1
o3-pro
67.1
Ministral 3 8B (Reasoning)
30
o3-pro
82
Ministral 3 8B (Reasoning)
70
o3-pro
81.1
Ministral 3 8B (Reasoning)
61.7
o3-pro
89
Ministral 3 8B (Reasoning)
47.8
o3-pro is ahead overall, 71 to 36. The biggest single separator in this matchup is GPQA, where the scores are 89 and 29.
o3-pro has the edge for knowledge tasks in this comparison, averaging 67.1 versus 30. Inside this category, GPQA is the benchmark that creates the most daylight between them.
o3-pro has the edge for coding in this comparison, averaging 49.2 versus 15.2. Inside this category, HumanEval is the benchmark that creates the most daylight between them.
o3-pro has the edge for math in this comparison, averaging 89 versus 47.8. Inside this category, AIME 2023 is the benchmark that creates the most daylight between them.
o3-pro has the edge for reasoning in this comparison, averaging 83.6 versus 42.1. Inside this category, SimpleQA is the benchmark that creates the most daylight between them.
o3-pro has the edge for agentic tasks in this comparison, averaging 70.4 versus 38.5. Inside this category, BrowseComp is the benchmark that creates the most daylight between them.
o3-pro has the edge for multimodal and grounded tasks in this comparison, averaging 74.1 versus 33.4. Inside this category, MMMU-Pro is the benchmark that creates the most daylight between them.
o3-pro has the edge for instruction following in this comparison, averaging 82 versus 70. Inside this category, IFEval is the benchmark that creates the most daylight between them.
o3-pro has the edge for multilingual tasks in this comparison, averaging 81.1 versus 61.7. Inside this category, MGSM is the benchmark that creates the most daylight between them.
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