Zephyr 8B on LiveCodeBench: score, rank and what it means
Zephyr 8B scores 28.8 on LiveCodeBench, placing it #586 of 600 models in the index. The benchmark average is 61.0 and the leader is Claude Sonnet 4.5 Reasoning at 85.1.
Score distribution
The chart shows the top 10 models on LiveCodeBench, with Zephyr 8B highlighted. Longer bars mean higher scores.
Top 10 leaderboard
| # | Model | Provider | Context | Input / 1M | Avg score |
|---|---|---|---|---|---|
| 1 | Claude Sonnet 4.5 Reasoning | Anthropic | 400000 | $19.48 | 87.7 |
| 2 | Grok 4 Reasoning | xAI | 2000000 | $19.67 | 87.8 |
| 3 | Claude Opus 4.5 | Anthropic | 400000 | $19.42 | 87.7 |
| 4 | GPT-5.2 Max | OpenAI | 1000000 | $21.39 | 89.2 |
| 5 | Grok 4 Turbo | xAI | 1000000 | $19.21 | 86.7 |
| 6 | GPT-5.1 Turbo | OpenAI | 2000000 | $19.19 | 86.1 |
| 7 | GPT-5.2 Pro | OpenAI | 2000000 | $21.32 | 89.6 |
| 8 | GPT-5.2 Reasoning | OpenAI | 1000000 | $20.98 | 87.5 |
| 9 | Claude Opus 4.5 Pro | Anthropic | 200000 | $20.98 | 89.1 |
| 10 | Gemini 3 Pro Max | Google DeepMind | 2000000 | $20.57 | 87.9 |
What this score means
On LiveCodeBench, Zephyr 8B sits at #586 of 600. The leader, Claude Sonnet 4.5 Reasoning, scores 85.1, so the gap to the top is 56.3 points. The median model in this index scores 64.7, which puts Zephyr 8B below the midpoint.
Hugging Face models average 40.9 on this benchmark. Zephyr 8B is 12.1 points below that provider line, so it is a weaker result than the average Hugging Face model.
Among small open-weight models, the average is 41.2. Zephyr 8B is 12.4 points below that group. This is the more useful comparison if you are shortlisting within the same tier rather than across the whole index.
Read a 28.8 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 $0.22 per million input tokens, Zephyr 8B is below the median input price of $4.00 across the 600 models scored on LiveCodeBench. 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 |
|---|---|---|---|---|
| SmolLM3 7B | Hugging Face | 16384 | $0.19 | 44.3 |
| StableLM 2 8B | Stability AI | 32768 | $0.38 | 47.0 |
| OLMo 2 1.5B | Allen Institute for AI | 16384 | $0.28 | 44.0 |
| GPT-NeoX 8B | EleutherAI | 16384 | $0.25 | 43.7 |
| Zephyr 8B | Hugging Face | 8192 | $0.22 | 43.0 |
| StableLM 2 7B | Stability AI | 8192 | $0.28 | 44.3 |
| Phi-3.5 1.5B | Microsoft | 32768 | $0.25 | 44.5 |
Other benchmarks for Zephyr 8B
| Benchmark | Score | Rank | Percentile | Relative |
|---|---|---|---|---|
| MMLU-Pro | 51.8 | 586 | 2th | |
| GPQA Diamond | 39.2 | 587 | 2th | |
| SWE-bench Verified | 26.1 | 594 | 1th | |
| HumanEval | 46.3 | 588 | 2th | |
| MATH-500 | 39.2 | 593 | 1th | |
| AIME 2025 | 26.6 | 590 | 2th | |
| IFEval | 56.1 | 590 | 2th | |
| TruthfulQA | 50.9 | 588 | 2th | |
| HellaSwag | 64.8 | 586 | 2th | |
| MMMU | 43.7 | 584 | 3th | |
| Arena Elo | 1133.1 | 591 | 2th |
FAQ
What score does Zephyr 8B get on LiveCodeBench?
Zephyr 8B scores 28.8 on LiveCodeBench in this index. The benchmark average is 61.0 and the top score is 85.1.
How does Zephyr 8B rank on LiveCodeBench?
It ranks #586 of 600 models, in the 2nd percentile. The leader is Claude Sonnet 4.5 Reasoning at 85.1.
Is Zephyr 8B good at LiveCodeBench?
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 LiveCodeBench score calculated?
LiveCodeBench 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 Zephyr 8B cost?
Zephyr 8B costs $0.22 per million input tokens and $0.84 per million output tokens.