Zephyr on LiveCodeBench: score, rank and what it means
Zephyr scores 48.7 on LiveCodeBench, placing it #460 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 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 sits at #460 of 600. The leader, Claude Sonnet 4.5 Reasoning, scores 85.1, so the gap to the top is 36.4 points. The median model in this index scores 64.7, which puts Zephyr below the midpoint.
Hugging Face models average 40.9 on this benchmark. Zephyr is 7.9 points above that provider line, so it is a stronger result than the average Hugging Face model.
Among open-weight models, the average is 59.1. Zephyr is 10.4 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 48.7 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 $1.61 per million input tokens, Zephyr 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 |
|---|---|---|---|---|
| QwQ 8B | Alibaba Cloud | 16384 | $1.37 | 59.5 |
| GPT-NeoX Chat | EleutherAI | 16384 | $1.49 | 60.1 |
| Llama 3.1 8B | Meta AI | 8192 | $1.15 | 58.7 |
| MiniMax-Text 8B | MiniMax | 4096 | $1.22 | 59.5 |
| Zephyr | Hugging Face | 8192 | $1.61 | 62.8 |
| Llama 4 Maverick 7B | Meta AI | 4096 | $1.52 | 61.9 |
| DeepSeek-Coder 7B | DeepSeek | 32768 | $1.14 | 57.3 |
Other benchmarks for Zephyr
| Benchmark | Score | Rank | Percentile | Relative |
|---|---|---|---|---|
| MMLU-Pro | 68.8 | 408 | 32th | |
| GPQA Diamond | 60.5 | 400 | 33th | |
| SWE-bench Verified | 50.3 | 419 | 30th | |
| HumanEval | 65.9 | 432 | 28th | |
| MATH-500 | 65.3 | 418 | 30th | |
| AIME 2025 | 55.1 | 415 | 31th | |
| IFEval | 70.4 | 455 | 24th | |
| TruthfulQA | 67.8 | 417 | 31th | |
| HellaSwag | 76.3 | 423 | 30th | |
| MMMU | 62.2 | 408 | 32th | |
| Arena Elo | 1303.0 | 414 | 31th |
FAQ
What score does Zephyr get on LiveCodeBench?
Zephyr scores 48.7 on LiveCodeBench in this index. The benchmark average is 61.0 and the top score is 85.1.
How does Zephyr rank on LiveCodeBench?
It ranks #460 of 600 models, in the 23rd percentile. The leader is Claude Sonnet 4.5 Reasoning at 85.1.
Is Zephyr 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 cost?
Zephyr costs $1.61 per million input tokens and $6.84 per million output tokens.