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# Qwen Code Evaluation
[English](evaluation.md) | [简体中文](evaluation.zh-CN.md)
This evaluation compares seven Qwen Code versions on SWE-bench Verified using
the same Qwen 3.7 Max model and configuration. Average scores range from
**76.40% to 77.80%**, a spread of **1.40 percentage points**.
## Scores by Qwen Code Version
![Average SWE-bench Verified scores by Qwen Code version, ranging from 76.40% to 77.80%.](../.github/assets/qwen-code-avg-score-trend.svg)
| Version | Avg Score | Pass Rate | pass@3 | pass^3 |
| ------- | --------: | --------: | -----: | -----: |
| 0.0.14 | 77.80% | 84.6% | 84.6% | 69.2% |
| 0.1.0 | 76.73% | 84.6% | 84.6% | 68.0% |
| 0.5.0 | 76.60% | 83.0% | 83.0% | 68.4% |
| 0.10.0 | 76.47% | 84.4% | 84.4% | 67.4% |
| 0.15.0 | 77.67% | 84.6% | 84.6% | 68.6% |
| 0.19.0 | 76.40% | 85.0% | 85.0% | 65.8% |
| 0.22.0 | 77.33% | 84.4% | 84.4% | 68.0% |
The line chart connects versions in release order and uses an explicitly labeled
70%–80% scale. The table retains all reported metrics;
Pass Rate and pass@3 have identical values in these results.
## Evaluation Configuration
| Configuration | Value |
| ----------------------- | --------------------------------------------------------------------------------------------------- |
| Dataset | `princeton-nlp/SWE-bench_Verified`, 500 cases |
| Runs | 3 trials per version, 1,500 jobs per version; 7 Qwen Code versions |
| Model | `Qwen 3.7 Max` |
| Sampling | `temperature=1`, `top_p=0.95` |
| Thinking / Reasoning | `interleaved_thinking=true`, `thinking_type=adaptive`, `reasoning_effort=high` |
| Context / Output Limits | `context_1m=true`, `model_context_length=1,000,000`, `max_tokens=64,000`, `model_max_tokens=65,535` |
| Harness Limits | `max_iterations=500`, `runtime_timeout_sec=7,200`, `agent_timeout_multiplier=3.0` |
[Back to README](../README.md#qwen-code-evaluation)