Nova Pro Reasoning on MMMU: score, rank and what it means
Nova Pro Reasoning scores 78.6 on MMMU, placing it #84 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 Nova Pro Reasoning 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, Nova Pro Reasoning sits at #84 of 600. The leader, GPT-5.2 Max, scores 86.9, so the gap to the top is 8.3 points. The median model in this index scores 70.0, which puts Nova Pro Reasoning above the midpoint.
Amazon models average 70.4 on this benchmark. Nova Pro Reasoning is 8.2 points above that provider line, so it is a stronger result than the average Amazon model.
Among multimodal models, the average is 74.3. Nova Pro Reasoning is 4.3 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 78.6 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 $13.48 per million input tokens, Nova Pro Reasoning is above 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 |
|---|---|---|---|---|
| Qwen3 Instruct | Alibaba Cloud | 1000000 | $5.06 | 79.8 |
| Qwen3-Max | Alibaba Cloud | 400000 | $17.37 | 84.4 |
| Gemini 3 Pro | Google DeepMind | 2000000 | $18.24 | 86.1 |
| Kimi K1.5 Instruct | Moonshot AI | 200000 | $5.15 | 80.5 |
| Nova Pro Reasoning | Amazon | 200000 | $13.48 | 79.4 |
| GPT-4.1 Turbo | OpenAI | 1000000 | $16.12 | 82.9 |
| ERNIE 4.5 Pro | Baidu | 1000000 | $13.89 | 80.5 |
Other benchmarks for Nova Pro Reasoning
| Benchmark | Score | Rank | Percentile | Relative |
|---|---|---|---|---|
| MMLU-Pro | 79.5 | 197 | 67th | |
| GPQA Diamond | 73.4 | 192 | 68th | |
| SWE-bench Verified | 70.1 | 109 | 82th | |
| HumanEval | 83.4 | 150 | 75th | |
| MATH-500 | 84.2 | 122 | 80th | |
| AIME 2025 | 74.1 | 179 | 70th | |
| LiveCodeBench | 74.2 | 104 | 83th | |
| IFEval | 87.4 | 124 | 79th | |
| TruthfulQA | 79.9 | 183 | 70th | |
| HellaSwag | 89.0 | 112 | 81th | |
| Arena Elo | 1415.8 | 165 | 73th |
FAQ
What score does Nova Pro Reasoning get on MMMU?
Nova Pro Reasoning scores 78.6 on MMMU in this index. The benchmark average is 67.1 and the top score is 86.9.
How does Nova Pro Reasoning rank on MMMU?
It ranks #84 of 600 models, in the 86th percentile. The leader is GPT-5.2 Max at 86.9.
Is Nova Pro Reasoning good at MMMU?
Yes, relative to the index: it is above the median and inside the top half of scores. 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 Nova Pro Reasoning cost?
Nova Pro Reasoning costs $13.48 per million input tokens and $65.09 per million output tokens.