NL2Repo
Can the model complete substantial programming work under this benchmark's agent setup?
Coding13 ranked models16 reported values3 reportsHigher is better
Top rankings
One row per model, using its best reported score across effort settings.
| Rank | Model | Best score | Best reported setting |
|---|---|---|---|
| 1 | Claude Opus 4.8Anthropic | 69.7% | Reported configurationDeepSeek report1 value · 1 reportJul 31, 2026 · source |
| 2 | DeepSeek V4 Flash 0731DeepSeek | 54.2% | max effortDeepSeek report1 value · 1 reportJul 31, 2026 · source |
| 3 | GLM-5.2Z.ai | 48.9% | Reported configurationDeepSeek report1 value · 1 reportJul 31, 2026 · source |
| 4 | Claude Opus 4.5Anthropic | 43.2% | Reported configurationQwen report1 value · 1 reportApr 21, 2026 · source |
| 5 | DeepSeek-V4-FlashDeepSeek | 39.4% | Reported configurationDeepSeek report1 value · 1 reportJul 31, 2026 · source |
| 6 | DeepSeek V4 ProDeepSeek | 38.5% | Reported configurationDeepSeek report1 value · 1 reportJul 31, 2026 · source |
| 7 | Qwen3.6-27BQwen | 36.2% | Reported configurationQwen report1 value · 1 reportApr 21, 2026 · source |
| 8 | Qwen3.5-397B-A17BQwen | 32.2% | Reported configurationQwen report1 value · 1 reportApr 21, 2026 · source |
| 9 | Qwen3.6-35B-A3BQwen | 29.4% | Reported configurationQwen report2 values · 2 reportsApr 21, 2026 · source |
| 10 | Qwen3.5-27BQwen | 27.3% | Reported configurationQwen report2 values · 2 reportsApr 21, 2026 · source |
| 11 | Qwen3.5-35B-A3BQwen | 20.5% | Reported configurationQwen report1 value · 1 reportApr 15, 2026 · source |
| 12 | Gemma4-31BGoogle | 15.5% | Reported configurationQwen report2 values · 2 reportsApr 21, 2026 · source |
Effort curve
Every sourced cost-linked effort value for this exact version. Lines connect complete sweeps only.
No cost-linked effort sweep for this version.
Definition and comparison boundarypublic methodology
Can the model complete substantial programming work under this benchmark's agent setup?
Software implementation, debugging, or repository work under the published evaluation protocol. Higher is better. The value is the percentage reported in this lab's table.
Harness, tools, prompts, attempt count, and benchmark version can materially change the result. Compare within one reporting context.
Other models evaluated via Claude Code with temp=1.0, top_p=0.95, max_turns=900.
Method / source