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 42. 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 57.8. The single biggest benchmark swing on the page is OfficeQA Pro, 72 to 55.
Seed-2.0-Mini is also the more expensive model on tokens at $0.10 input / $0.40 output per 1M tokens, versus $0.00 input / $0.00 output per 1M tokens for Llama 4 Scout. That is roughly Infinityx on output cost alone. Llama 4 Scout gives you the larger context window at 10M, compared with 256K for Seed-2.0-Mini.
Pick Seed-2.0-Mini if you want the stronger benchmark profile. Llama 4 Scout only becomes the better choice if you want the cheaper token bill or you need the larger 10M context window.
Seed-2.0-Mini
46.2
Llama 4 Scout
40.6
Seed-2.0-Mini
24.7
Llama 4 Scout
12.9
Seed-2.0-Mini
73.1
Llama 4 Scout
57.8
Seed-2.0-Mini
64.8
Llama 4 Scout
55
Seed-2.0-Mini
44.6
Llama 4 Scout
35.6
Seed-2.0-Mini
80
Llama 4 Scout
68
Seed-2.0-Mini
71.8
Llama 4 Scout
59.8
Seed-2.0-Mini
65.1
Llama 4 Scout
51
Seed-2.0-Mini is ahead overall, 53 to 42. The biggest single separator in this matchup is OfficeQA Pro, where the scores are 72 and 55.
Seed-2.0-Mini has the edge for knowledge tasks in this comparison, averaging 44.6 versus 35.6. 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 12.9. 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 51. 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 55. 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 40.6. 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 57.8. Inside this category, OfficeQA 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 68. 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 59.8. Inside this category, MGSM is the benchmark that creates the most daylight between them.
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