Side-by-side benchmark comparison across agentic, coding, multimodal, knowledge, reasoning, and math workflows.
Gemini 2.5 Flash is clearly ahead on the aggregate, 49 to 27. The gap is large enough that you do not need to squint at the spreadsheet to see the difference.
Gemini 2.5 Flash's sharpest advantage is in multimodal & grounded, where it averages 67.7 against 30.4. The single biggest benchmark swing on the page is MMMU-Pro, 69 to 25.
Gemini 2.5 Flash is also the more expensive model on tokens at $0.15 input / $0.60 output per 1M tokens, versus $0.00 input / $0.00 output per 1M tokens for Ministral 3 3B. That is roughly Infinityx on output cost alone. Gemini 2.5 Flash gives you the larger context window at 1M, compared with 128K for Ministral 3 3B.
Pick Gemini 2.5 Flash if you want the stronger benchmark profile. Ministral 3 3B only becomes the better choice if you want the cheaper token bill.
Gemini 2.5 Flash
46.5
Ministral 3 3B
22.9
Gemini 2.5 Flash
21.7
Ministral 3 3B
6.2
Gemini 2.5 Flash
67.7
Ministral 3 3B
30.4
Gemini 2.5 Flash
59.2
Ministral 3 3B
30.1
Gemini 2.5 Flash
40.5
Ministral 3 3B
24.5
Gemini 2.5 Flash
79
Ministral 3 3B
67
Gemini 2.5 Flash
70.8
Ministral 3 3B
59.7
Gemini 2.5 Flash
59.4
Ministral 3 3B
36
Gemini 2.5 Flash is ahead overall, 49 to 27. The biggest single separator in this matchup is MMMU-Pro, where the scores are 69 and 25.
Gemini 2.5 Flash has the edge for knowledge tasks in this comparison, averaging 40.5 versus 24.5. Inside this category, MMLU is the benchmark that creates the most daylight between them.
Gemini 2.5 Flash has the edge for coding in this comparison, averaging 21.7 versus 6.2. Inside this category, HumanEval is the benchmark that creates the most daylight between them.
Gemini 2.5 Flash has the edge for math in this comparison, averaging 59.4 versus 36. Inside this category, AIME 2023 is the benchmark that creates the most daylight between them.
Gemini 2.5 Flash has the edge for reasoning in this comparison, averaging 59.2 versus 30.1. Inside this category, LongBench v2 is the benchmark that creates the most daylight between them.
Gemini 2.5 Flash has the edge for agentic tasks in this comparison, averaging 46.5 versus 22.9. Inside this category, Terminal-Bench 2.0 is the benchmark that creates the most daylight between them.
Gemini 2.5 Flash has the edge for multimodal and grounded tasks in this comparison, averaging 67.7 versus 30.4. Inside this category, MMMU-Pro is the benchmark that creates the most daylight between them.
Gemini 2.5 Flash has the edge for instruction following in this comparison, averaging 79 versus 67. Inside this category, IFEval is the benchmark that creates the most daylight between them.
Gemini 2.5 Flash has the edge for multilingual tasks in this comparison, averaging 70.8 versus 59.7. Inside this category, MGSM is the benchmark that creates the most daylight between them.
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