Llama 4 Scout 8B on AIME 2025: score, rank and what it means
Llama 4 Scout 8B scores 50.2 on AIME 2025, placing it #458 of 600 models in the index. The benchmark average is 63.6 and the leader is Claude Opus 4.5 Pro at 91.4.
Score distribution
The chart shows the top 10 models on AIME 2025, with Llama 4 Scout 8B highlighted. Longer bars mean higher scores.
Top 10 leaderboard
| # | Model | Provider | Context | Input / 1M | Avg score |
|---|---|---|---|---|---|
| 1 | Claude Opus 4.5 Pro | Anthropic | 200000 | $20.98 | 89.1 |
| 2 | GPT-5.2 Pro | OpenAI | 2000000 | $21.32 | 89.6 |
| 3 | GPT-5.1 Pro | OpenAI | 200000 | $19.77 | 87.8 |
| 4 | GPT-5.2 | OpenAI | 2000000 | $19.71 | 88.0 |
| 5 | o4 Reasoning | OpenAI | 1000000 | $19.69 | 87.5 |
| 6 | o4 Pro | OpenAI | 1000000 | $19.37 | 87.3 |
| 7 | Claude Opus 4.5 | Anthropic | 400000 | $19.42 | 87.7 |
| 8 | Gemini 3 Pro Max | Google DeepMind | 2000000 | $20.57 | 87.9 |
| 9 | Claude Opus 4.5 Max | Anthropic | 1000000 | $20.90 | 87.8 |
| 10 | Claude Opus 4.5 Reasoning | Anthropic | 2000000 | $20.91 | 88.2 |
What this score means
On AIME 2025, Llama 4 Scout 8B sits at #458 of 600. The leader, Claude Opus 4.5 Pro, scores 91.4, so the gap to the top is 41.2 points. The median model in this index scores 67.6, which puts Llama 4 Scout 8B below the midpoint.
Meta AI models average 62.6 on this benchmark. Llama 4 Scout 8B is 12.4 points below that provider line, so it is a weaker result than the average Meta AI model.
Among small open-weight models, the average is 41.6. Llama 4 Scout 8B is 8.6 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 50.2 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 $1.46 per million input tokens, Llama 4 Scout 8B is below the median input price of $4.00 across the 600 models scored on AIME 2025. 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 |
|---|---|---|---|---|
| Pythia Chat | EleutherAI | 4096 | $1.31 | 59.1 |
| Llama 3.3 Groq 8B | Groq | 16384 | $1.17 | 59.5 |
| Sonar Nano | Perplexity | 4096 | $4.37 | 61.9 |
| MiniMax-Text 8B | MiniMax | 4096 | $1.22 | 59.5 |
| Llama 4 Scout 8B | Meta AI | 8192 | $1.46 | 61.2 |
| Llama 3.1 8B | Meta AI | 8192 | $1.15 | 58.7 |
| Pythia | EleutherAI | 32768 | $1.29 | 59.8 |
Other benchmarks for Llama 4 Scout 8B
| Benchmark | Score | Rank | Percentile | Relative |
|---|---|---|---|---|
| MMLU-Pro | 67.5 | 425 | 29th | |
| GPQA Diamond | 58.9 | 418 | 30th | |
| SWE-bench Verified | 48.1 | 436 | 27th | |
| HumanEval | 66.3 | 426 | 29th | |
| MATH-500 | 62.7 | 439 | 27th | |
| LiveCodeBench | 49.7 | 452 | 25th | |
| IFEval | 71.8 | 430 | 28th | |
| TruthfulQA | 65.8 | 446 | 26th | |
| HellaSwag | 73.7 | 462 | 23th | |
| MMMU | 58.1 | 457 | 24th | |
| Arena Elo | 1266.8 | 466 | 22th |
FAQ
What score does Llama 4 Scout 8B get on AIME 2025?
Llama 4 Scout 8B scores 50.2 on AIME 2025 in this index. The benchmark average is 63.6 and the top score is 91.4.
How does Llama 4 Scout 8B rank on AIME 2025?
It ranks #458 of 600 models, in the 24th percentile. The leader is Claude Opus 4.5 Pro at 91.4.
Is Llama 4 Scout 8B good at AIME 2025?
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 AIME 2025 score calculated?
AIME 2025 is a mathematics 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 Llama 4 Scout 8B cost?
Llama 4 Scout 8B costs $1.46 per million input tokens and $6.51 per million output tokens.