Llama 4 Scout Chat on HumanEval: score, rank and what it means
Llama 4 Scout Chat scores 83.2 on HumanEval, placing it #158 of 600 models in the index. The benchmark average is 74.0 and the leader is GPT-5.2 Pro at 96.8.
Score distribution
The chart shows the top 10 models on HumanEval, with Llama 4 Scout Chat highlighted. Longer bars mean higher scores.
Top 10 leaderboard
| # | Model | Provider | Context | Input / 1M | Avg score |
|---|---|---|---|---|---|
| 1 | GPT-5.2 Pro | OpenAI | 2000000 | $21.32 | 89.6 |
| 2 | Gemini 3 Pro Pro | Google DeepMind | 200000 | $19.80 | 87.3 |
| 3 | o4 Max | OpenAI | 2000000 | $19.51 | 86.2 |
| 4 | Grok 4 Reasoning | xAI | 2000000 | $19.67 | 87.8 |
| 5 | Claude Opus 4.5 | Anthropic | 400000 | $19.42 | 87.7 |
| 6 | GPT-5.2 Max | OpenAI | 1000000 | $21.39 | 89.2 |
| 7 | Claude Opus 4.5 Pro | Anthropic | 200000 | $20.98 | 89.1 |
| 8 | Grok 4 Max | xAI | 2000000 | $19.70 | 86.6 |
| 9 | GPT-5.2 Turbo | OpenAI | 1000000 | $20.73 | 87.4 |
| 10 | GPT-5.1 Reasoning | OpenAI | 400000 | $20.27 | 88.3 |
What this score means
On HumanEval, Llama 4 Scout Chat sits at #158 of 600. The leader, GPT-5.2 Pro, scores 96.8, so the gap to the top is 13.6 points. The median model in this index scores 77.4, which puts Llama 4 Scout Chat above the midpoint.
Meta AI models average 73.2 on this benchmark. Llama 4 Scout Chat is 10.0 points above that provider line, so it is a stronger result than the average Meta AI model.
Among multimodal models, the average is 82.2. Llama 4 Scout Chat is 1.0 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 83.2 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 $4.66 per million input tokens, Llama 4 Scout Chat is above the median input price of $4.00 across the 600 models scored on HumanEval. 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 |
|---|---|---|---|---|
| Nemotron 4 Instruct | NVIDIA | 65536 | $4.10 | 76.4 |
| Qwen3-Max Mini | Alibaba Cloud | 128000 | $11.13 | 76.5 |
| Hunyuan-Turbo Pro | Tencent | 65536 | $12.00 | 77.6 |
| Llama 4 Maverick Chat | Meta AI | 128000 | $5.09 | 79.7 |
| Llama 4 Scout Chat | Meta AI | 32768 | $4.66 | 78.0 |
| Command A | Cohere | 200000 | $13.30 | 79.6 |
| Sonar Pro Pro | Perplexity | 200000 | $13.59 | 79.7 |
Other benchmarks for Llama 4 Scout Chat
| Benchmark | Score | Rank | Percentile | Relative |
|---|---|---|---|---|
| MMLU-Pro | 79.2 | 204 | 66th | |
| GPQA Diamond | 77.1 | 104 | 83th | |
| SWE-bench Verified | 65.3 | 208 | 65th | |
| MATH-500 | 80.3 | 204 | 66th | |
| AIME 2025 | 76.8 | 132 | 78th | |
| LiveCodeBench | 68.3 | 222 | 63th | |
| IFEval | 85.4 | 177 | 71th | |
| TruthfulQA | 78.7 | 229 | 62th | |
| HellaSwag | 87.5 | 159 | 74th | |
| MMMU | 76.4 | 128 | 79th | |
| Arena Elo | 1407.5 | 188 | 69th |
FAQ
What score does Llama 4 Scout Chat get on HumanEval?
Llama 4 Scout Chat scores 83.2 on HumanEval in this index. The benchmark average is 74.0 and the top score is 96.8.
How does Llama 4 Scout Chat rank on HumanEval?
It ranks #158 of 600 models, in the 74th percentile. The leader is GPT-5.2 Pro at 96.8.
Is Llama 4 Scout Chat good at HumanEval?
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 HumanEval score calculated?
HumanEval is a coding 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 Chat cost?
Llama 4 Scout Chat costs $4.66 per million input tokens and $18.41 per million output tokens.