Side-by-side benchmark comparison across agentic, coding, multimodal, knowledge, reasoning, and math workflows.
Seed-2.0-Mini is clearly ahead on the aggregate, 53 to 37. The gap is large enough that you do not need to squint at the spreadsheet to see the difference.
Seed-2.0-Mini's sharpest advantage is in multimodal & grounded, where it averages 73.1 against 41.6. The single biggest benchmark swing on the page is MMMU-Pro, 74 to 38.
Seed-2.0-Mini gives you the larger context window at 256K, compared with 128K for Qwen3 235B 2507.
Pick Seed-2.0-Mini if you want the stronger benchmark profile. Qwen3 235B 2507 only becomes the better choice if its workflow or ecosystem matters more than the raw scoreboard.
Seed-2.0-Mini
46.2
Qwen3 235B 2507
33.7
Seed-2.0-Mini
24.7
Qwen3 235B 2507
14.6
Seed-2.0-Mini
73.1
Qwen3 235B 2507
41.6
Seed-2.0-Mini
64.8
Qwen3 235B 2507
45.6
Seed-2.0-Mini
44.6
Qwen3 235B 2507
31.9
Seed-2.0-Mini
80
Qwen3 235B 2507
69
Seed-2.0-Mini
71.8
Qwen3 235B 2507
60.4
Seed-2.0-Mini
65.1
Qwen3 235B 2507
46.6
Seed-2.0-Mini is ahead overall, 53 to 37. The biggest single separator in this matchup is MMMU-Pro, where the scores are 74 and 38.
Seed-2.0-Mini has the edge for knowledge tasks in this comparison, averaging 44.6 versus 31.9. Inside this category, MMLU is the benchmark that creates the most daylight between them.
Seed-2.0-Mini has the edge for coding in this comparison, averaging 24.7 versus 14.6. Inside this category, HumanEval is the benchmark that creates the most daylight between them.
Seed-2.0-Mini has the edge for math in this comparison, averaging 65.1 versus 46.6. Inside this category, AIME 2023 is the benchmark that creates the most daylight between them.
Seed-2.0-Mini has the edge for reasoning in this comparison, averaging 64.8 versus 45.6. Inside this category, SimpleQA is the benchmark that creates the most daylight between them.
Seed-2.0-Mini has the edge for agentic tasks in this comparison, averaging 46.2 versus 33.7. Inside this category, OSWorld-Verified is the benchmark that creates the most daylight between them.
Seed-2.0-Mini has the edge for multimodal and grounded tasks in this comparison, averaging 73.1 versus 41.6. Inside this category, MMMU-Pro is the benchmark that creates the most daylight between them.
Seed-2.0-Mini has the edge for instruction following in this comparison, averaging 80 versus 69. Inside this category, IFEval is the benchmark that creates the most daylight between them.
Seed-2.0-Mini has the edge for multilingual tasks in this comparison, averaging 71.8 versus 60.4. Inside this category, MGSM is the benchmark that creates the most daylight between them.
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