Llama 3 Anyscale Base on HumanEval: score, rank and what it means
Llama 3 Anyscale Base scores 75.6 on HumanEval, placing it #333 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 Anyscale Base 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 Anyscale Base sits at #333 of 600. The leader, GPT-5.2 Pro, scores 96.8, so the gap to the top is 21.2 points. The median model in this index scores 77.4, which puts Llama 3 Anyscale Base below the midpoint.
Anyscale models average 68.7 on this benchmark. Llama 3 Anyscale Base is 6.9 points above that provider line, so it is a stronger result than the average Anyscale model.
Among open-weight models, the average is 72.4. Llama 3 Anyscale Base is 3.2 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 75.6 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 $3.23 per million input tokens, Llama 3 Anyscale Base 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 |
|---|---|---|---|---|
| DBRX Base | Databricks | 32768 | $2.63 | 69.1 |
| Mixtral | Mistral AI | 65536 | $3.48 | 73.7 |
| Llama 3 Baseten Base | Baseten | 16384 | $3.16 | 72.4 |
| Auto Turbo | OpenRouter | 65536 | $7.96 | 70.9 |
| Llama 3 Anyscale Base | Anyscale | 65536 | $3.23 | 72.9 |
| Claude Opus 4.5 Nano | Anthropic | 32768 | $9.38 | 73.3 |
| Mixtral Groq Chat | Groq | 8192 | $3.09 | 72.0 |
Other benchmarks for Llama 3 Anyscale Base
| Benchmark | Score | Rank | Percentile | Relative |
|---|---|---|---|---|
| MMLU-Pro | 74.7 | 340 | 43th | |
| GPQA Diamond | 69.9 | 267 | 56th | |
| SWE-bench Verified | 58.3 | 350 | 42th | |
| MATH-500 | 77.0 | 276 | 54th | |
| AIME 2025 | 69.2 | 275 | 54th | |
| LiveCodeBench | 63.5 | 331 | 45th | |
| IFEval | 81.6 | 283 | 53th | |
| TruthfulQA | 77.8 | 258 | 57th | |
| HellaSwag | 83.7 | 291 | 52th | |
| MMMU | 70.4 | 284 | 53th | |
| Arena Elo | 1379.8 | 273 | 55th |
FAQ
What score does Llama 3 Anyscale Base get on HumanEval?
Llama 3 Anyscale Base scores 75.6 on HumanEval in this index. The benchmark average is 74.0 and the top score is 96.8.
How does Llama 3 Anyscale Base rank on HumanEval?
It ranks #333 of 600 models, in the 45th percentile. The leader is GPT-5.2 Pro at 96.8.
Is Llama 3 Anyscale Base 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 Anyscale Base cost?
Llama 3 Anyscale Base costs $3.23 per million input tokens and $14.41 per million output tokens.