Seed-OSS 8B on MMMU: score, rank and what it means
Seed-OSS 8B scores 56.6 on MMMU, placing it #479 of 600 models in the index. The benchmark average is 67.1 and the leader is GPT-5.2 Max at 86.9.
Score distribution
The chart shows the top 10 models on MMMU, with Seed-OSS 8B highlighted. Longer bars mean higher scores.
Top 10 leaderboard
| # | Model | Provider | Context | Input / 1M | Avg score |
|---|---|---|---|---|---|
| 1 | GPT-5.2 Max | OpenAI | 1000000 | $21.39 | 89.2 |
| 2 | GPT-5.1 Reasoning | OpenAI | 400000 | $20.27 | 88.3 |
| 3 | GPT-5.2 | OpenAI | 2000000 | $19.71 | 88.0 |
| 4 | Claude Sonnet 4.5 Reasoning | Anthropic | 400000 | $19.48 | 87.7 |
| 5 | GPT-5.1 Max | OpenAI | 2000000 | $20.50 | 87.9 |
| 6 | Grok 4 Pro | xAI | 1000000 | $19.00 | 85.4 |
| 7 | Claude Opus 4.5 Reasoning | Anthropic | 2000000 | $20.91 | 88.2 |
| 8 | Claude Sonnet 4.5 Pro | Anthropic | 1000000 | $18.73 | 86.7 |
| 9 | GPT-5.2 Pro | OpenAI | 2000000 | $21.32 | 89.6 |
| 10 | GPT-5.2 Vision | OpenAI | 1000000 | $19.03 | 87.4 |
What this score means
On MMMU, Seed-OSS 8B sits at #479 of 600. The leader, GPT-5.2 Max, scores 86.9, so the gap to the top is 30.3 points. The median model in this index scores 70.0, which puts Seed-OSS 8B below the midpoint.
ByteDance models average 69.6 on this benchmark. Seed-OSS 8B is 13.0 points below that provider line, so it is a weaker result than the average ByteDance model.
Among small open-weight models, the average is 52.4. Seed-OSS 8B is 4.2 points above that group. This is the more useful comparison if you are shortlisting within the same tier rather than across the whole index.
Read a 56.6 as a relative signal, not an absolute guarantee. Benchmark scores depend on prompt format, evaluation harness and contamination controls. Use this page to narrow the shortlist, then test the model on your own data.
Price context
At $1.05 per million input tokens, Seed-OSS 8B is below the median input price of $4.00 across the 600 models scored on MMMU. The models immediately around it in the ranking are shown below so you can compare score and price together.
| Model | Provider | Context | Input / 1M | Avg score |
|---|---|---|---|---|
| Llama 3 Anyscale 8B | Anyscale | 32768 | $0.97 | 57.3 |
| Llama 3.1 Turbo 7B | Together AI | 8192 | $0.98 | 56.4 |
| Llama 3 Replicate 7B | Replicate | 32768 | $0.91 | 56.0 |
| Llama 3 Replicate 8B | Replicate | 32768 | $1.00 | 57.0 |
| Seed-OSS 8B | ByteDance | 8192 | $1.05 | 57.1 |
| Llama 4 Maverick 1.5B | Meta AI | 8192 | $0.93 | 55.2 |
| Qwen3 7B | Alibaba Cloud | 32768 | $1.37 | 59.8 |
Other benchmarks for Seed-OSS 8B
| Benchmark | Score | Rank | Percentile | Relative |
|---|---|---|---|---|
| MMLU-Pro | 64.3 | 464 | 23th | |
| GPQA Diamond | 54.5 | 473 | 21th | |
| SWE-bench Verified | 40.6 | 516 | 14th | |
| HumanEval | 61.3 | 480 | 20th | |
| MATH-500 | 58.6 | 483 | 20th | |
| AIME 2025 | 43.4 | 519 | 14th | |
| LiveCodeBench | 46.0 | 487 | 19th | |
| IFEval | 69.3 | 471 | 22th | |
| TruthfulQA | 62.3 | 499 | 17th | |
| HellaSwag | 70.9 | 524 | 13th | |
| Arena Elo | 1267.1 | 465 | 23th |
FAQ
What score does Seed-OSS 8B get on MMMU?
Seed-OSS 8B scores 56.6 on MMMU in this index. The benchmark average is 67.1 and the top score is 86.9.
How does Seed-OSS 8B rank on MMMU?
It ranks #479 of 600 models, in the 20th percentile. The leader is GPT-5.2 Max at 86.9.
Is Seed-OSS 8B good at MMMU?
It is below the median for this benchmark, so test it carefully before relying on it for this capability. The result should be read alongside its price and context window.
How is the MMMU score calculated?
MMMU is a multimodal benchmark. Scores in this index are modelled estimates on a 0–100 scale (or Elo for Arena), derived from capability tier and benchmark difficulty. They are not official leaderboard results.
What does Seed-OSS 8B cost?
Seed-OSS 8B costs $1.05 per million input tokens and $5.47 per million output tokens.