Who ranks #1 on the Mmmu Val leaderboard?
As of August 31, 2026, Qwen3 VL 32B Thinking by Qwen ranks #1 on Mmmu Val at 78.1%. API pricing is $0.16/M input and $0.64/M output.
As of August 31, 2026, Qwen3 VL 32B Thinking is #1 for Mmmu Val at 78.1%. Ranked by the Mmmu Val score 13 models in this index have a published Mmmu Val score. Mmmu Val leaderboard: rank models by Mmmu Val next to live API token prices.
13 models. Left is cheaper. Up is a higher score. The line is the best score you can buy at each price โ a dot under it is a worse deal than something on the line.
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As of August 31, 2026, Qwen3 VL 32B Thinking by Qwen is #1 for Mmmu Val at 78.1%. Ranked by the Mmmu Val score This board also tracks Mmmu Val. Next on the same board: Qwen3 VL 30B A3B Thinking and Qwen3 VL 32B Instruct. This mmmu val leaderboard ranks models by Mmmu Val. Scores come from public evals. Prices are the live API rates in the table above.
Sources: OpenAI API pricing (https://developers.openai.com/api/docs/pricing); Anthropic Claude API pricing (https://platform.claude.com/docs/en/about-claude/pricing); Gemini API pricing (https://ai.google.dev/gemini-api/docs/pricing)
| Rank | Model | Mmmu Val | Input /M | Output /M |
|---|---|---|---|---|
| 1 | Qwen3 VL 32B Thinking | 78.1% | $0.16 | $0.64 |
| 2 | Qwen3 VL 30B A3B Thinking | 76% | $0.20 | $1.00 |
| 3 | Qwen3 VL 32B Instruct | 76% | $0.10 | $0.42 |
| 4 | Qwen3 VL 30B A3B Instruct | 74.2% | $0.20 | $0.70 |
| 5 | Qwen3 VL 8B Thinking | 74.1% | $0.18 | $2.09 |
| 6 | Qwen3 VL 4B Thinking | 70.8% | $0.10 | $1.00 |
| 7 | Qwen3 VL 8B Instruct | 69.6% | $0.08 | $0.50 |
| 8 | Qwen3 VL 4B Instruct | 67.4% | $0.10 | $0.60 |
Rank one eval at a time. All LLM benchmarks.
As of August 31, 2026, Qwen3 VL 32B Thinking by Qwen ranks #1 on Mmmu Val at 78.1%. API pricing is $0.16/M input and $0.64/M output.
The current Mmmu Val ranking as of August 31, 2026 is 1. Qwen3 VL 32B Thinking at 78.1%; 2. Qwen3 VL 30B A3B Thinking at 76%; 3. Qwen3 VL 32B Instruct at 76%.
Gemma 3 4B is the cheapest scored model on this mmmu val leaderboard at $0.02/M input and $0.04/M output ($0.06 blended). Qwen3 VL 32B Thinking still leads Mmmu Val at 78.1%.
Not automatically. Qwen3 VL 32B Thinking leads Mmmu Val, but a cheaper scored model can be the better production choice if the quality gap is small. Use the table to weigh Mmmu Val against input/output price, context window, and related evals.
Scores and API prices on this page are refreshed from published evals and provider rates. The snapshot is labeled August 31, 2026. Treat it as a current index, not a one-off blog post.
Mmmu Val is a public LLM eval (the Mmmu Val score). This page ranks models that have published a score, next to live API prices.
This page is the Mmmu Val leaderboard. Models are sorted by Mmmu Val, with input and output token prices on the same row so you can weigh score against cost. Official boards often omit price; that comparison is the point of this index.
Official eval pages own the methodology. This page keeps the published Mmmu Val score next to live API $/M so you can pick a production SKU, not only a trophy number.