Side-by-side benchmark comparison across agentic, coding, multimodal, knowledge, reasoning, and math workflows.
Qwen3.5 397B (Reasoning) is clearly ahead on the aggregate, 75 to 36. The gap is large enough that you do not need to squint at the spreadsheet to see the difference.
Qwen3.5 397B (Reasoning)'s sharpest advantage is in coding, where it averages 62.3 against 15.2. The single biggest benchmark swing on the page is MMLU, 91 to 30.
Pick Qwen3.5 397B (Reasoning) 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.
Qwen3.5 397B (Reasoning)
74.8
Ministral 3 8B (Reasoning)
38.5
Qwen3.5 397B (Reasoning)
62.3
Ministral 3 8B (Reasoning)
15.2
Qwen3.5 397B (Reasoning)
70.8
Ministral 3 8B (Reasoning)
33.4
Qwen3.5 397B (Reasoning)
84.2
Ministral 3 8B (Reasoning)
42.1
Qwen3.5 397B (Reasoning)
70.1
Ministral 3 8B (Reasoning)
30
Qwen3.5 397B (Reasoning)
89
Ministral 3 8B (Reasoning)
70
Qwen3.5 397B (Reasoning)
87.8
Ministral 3 8B (Reasoning)
61.7
Qwen3.5 397B (Reasoning)
92.5
Ministral 3 8B (Reasoning)
47.8
Qwen3.5 397B (Reasoning) is ahead overall, 75 to 36. The biggest single separator in this matchup is MMLU, where the scores are 91 and 30.
Qwen3.5 397B (Reasoning) has the edge for knowledge tasks in this comparison, averaging 70.1 versus 30. Inside this category, MMLU is the benchmark that creates the most daylight between them.
Qwen3.5 397B (Reasoning) has the edge for coding in this comparison, averaging 62.3 versus 15.2. Inside this category, HumanEval is the benchmark that creates the most daylight between them.
Qwen3.5 397B (Reasoning) has the edge for math in this comparison, averaging 92.5 versus 47.8. Inside this category, AIME 2023 is the benchmark that creates the most daylight between them.
Qwen3.5 397B (Reasoning) has the edge for reasoning in this comparison, averaging 84.2 versus 42.1. Inside this category, SimpleQA is the benchmark that creates the most daylight between them.
Qwen3.5 397B (Reasoning) has the edge for agentic tasks in this comparison, averaging 74.8 versus 38.5. Inside this category, Terminal-Bench 2.0 is the benchmark that creates the most daylight between them.
Qwen3.5 397B (Reasoning) has the edge for multimodal and grounded tasks in this comparison, averaging 70.8 versus 33.4. Inside this category, OfficeQA Pro is the benchmark that creates the most daylight between them.
Qwen3.5 397B (Reasoning) has the edge for instruction following in this comparison, averaging 89 versus 70. Inside this category, IFEval is the benchmark that creates the most daylight between them.
Qwen3.5 397B (Reasoning) has the edge for multilingual tasks in this comparison, averaging 87.8 versus 61.7. Inside this category, MGSM is the benchmark that creates the most daylight between them.
Get notified when new models drop, benchmark scores change, or the leaderboard shifts. One email per week.
Free. No spam. Unsubscribe anytime. We only store derived location metadata for consent routing.