Llama 3.1 Turbo 8B on HumanEval: score, rank and what it means
Llama 3.1 Turbo 8B scores 61.4 on HumanEval, placing it #476 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 3.1 Turbo 8B 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 3.1 Turbo 8B sits at #476 of 600. The leader, GPT-5.2 Pro, scores 96.8, so the gap to the top is 35.4 points. The median model in this index scores 77.4, which puts Llama 3.1 Turbo 8B below the midpoint.
Together AI models average 68.4 on this benchmark. Llama 3.1 Turbo 8B is 7.0 points below that provider line, so it is a weaker result than the average Together AI model.
Among small open-weight models, the average is 56.7. Llama 3.1 Turbo 8B is 4.7 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 61.4 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 $1.16 per million input tokens, Llama 3.1 Turbo 8B is below 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 |
|---|---|---|---|---|
| Hunyuan-Large 7B | Tencent | 32768 | $1.08 | 57.7 |
| Llama 3.3 Groq 8B | Groq | 16384 | $1.17 | 59.5 |
| Llama 3 Baseten 8B | Baseten | 4096 | $1.02 | 57.0 |
| Llama 3 Replicate 8B | Replicate | 32768 | $1.00 | 57.0 |
| Llama 3.1 Turbo 8B | Together AI | 32768 | $1.16 | 58.8 |
| Command R+ 8B | Cohere | 8192 | $1.21 | 57.7 |
| Mistral Small 3 8B | Mistral AI | 8192 | $0.99 | 57.2 |
Other benchmarks for Llama 3.1 Turbo 8B
| Benchmark | Score | Rank | Percentile | Relative |
|---|---|---|---|---|
| MMLU-Pro | 63.7 | 479 | 20th | |
| GPQA Diamond | 56.8 | 443 | 26th | |
| SWE-bench Verified | 45.1 | 465 | 23th | |
| MATH-500 | 58.7 | 482 | 20th | |
| AIME 2025 | 44.6 | 502 | 16th | |
| LiveCodeBench | 50.5 | 442 | 26th | |
| IFEval | 68.0 | 488 | 19th | |
| TruthfulQA | 65.3 | 456 | 24th | |
| HellaSwag | 74.0 | 456 | 24th | |
| MMMU | 58.3 | 452 | 25th | |
| Arena Elo | 1272.1 | 454 | 24th |
FAQ
What score does Llama 3.1 Turbo 8B get on HumanEval?
Llama 3.1 Turbo 8B scores 61.4 on HumanEval in this index. The benchmark average is 74.0 and the top score is 96.8.
How does Llama 3.1 Turbo 8B rank on HumanEval?
It ranks #476 of 600 models, in the 21st percentile. The leader is GPT-5.2 Pro at 96.8.
Is Llama 3.1 Turbo 8B good at HumanEval?
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 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 3.1 Turbo 8B cost?
Llama 3.1 Turbo 8B costs $1.16 per million input tokens and $5.48 per million output tokens.