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LLM Stats
NL2Repo evaluates long-horizon coding capabilities including repository-level understanding, where models must generate or modify code across entire repositories from natural language specifications.
These are source-reported observations, not independent reruns by this site. Check the task version, evaluation protocol, unit and reporting date before comparing models. Results from different setups are not a universal ranking.
Shown in source observation order, not ranked. Dates retain the precision provided by the source.
| Model | Value | Unit | Protocol | Reported date and basis | Source |
|---|---|---|---|---|---|
| DeepSeek-V4-Pro-0813 | 0.615 | Not recorded | Not recorded | 2026-08-13 · model_announcement | LLM Stats |
| GLM-5.3 | 0.58 | Not recorded | Not recorded | 2026-08-14 · model_announcement | LLM Stats |
| Qwen3.8 Max | 0.559 | Not recorded | Not recorded | 2026-08-02 · model_announcement | LLM Stats |
| DeepSeek-V4-Flash-0731 | 0.542 | Not recorded | Not recorded | 2026-07-31 · model_announcement | LLM Stats |
| GLM-5.2 | 0.489 | Not recorded | Not recorded | 2026-06-16 · model_announcement | LLM Stats |
| Qwen3.7 Max | 0.472 | Not recorded | Not recorded | 2026-05-19 · model_announcement | LLM Stats |
| Seed 2.1 Pro | 0.47 | Not recorded | Not recorded | 2026-06-24 · model_announcement | LLM Stats |
| Hy3 | 0.456 | Not recorded | Not recorded | 2026-07-06 · model_announcement | LLM Stats |
| Seed 2.1 Turbo | 0.437 | Not recorded | Not recorded | 2026-06-24 · model_announcement | LLM Stats |
| GLM-5.1 | 0.427 | Not recorded | Not recorded | 2026-04-07 · model_announcement | LLM Stats |
| Qwen3.8-27B | 0.423 | Not recorded | Not recorded | 2026-08-14 · model_announcement | LLM Stats |
| MiniMax M3 | 0.4213 | Not recorded | Not recorded | 2026-06-01 · model_announcement | LLM Stats |
| Qwen3.7-Plus | 0.411 | Not recorded | Not recorded | 2026-05-31 · model_announcement | LLM Stats |
| MiniMax M2.7 | 0.398 | Not recorded | Not recorded | 2026-03-18 · model_announcement | LLM Stats |
| Qwen3.6 Plus | 0.379 | Not recorded | Not recorded | 2026-04-02 · model_announcement | LLM Stats |
| Qwen3.6-27B | 0.362 | Not recorded | Not recorded | 2026-04-21 · model_announcement | LLM Stats |
| Qwen3.6-35B-A3B | 0.294 | Not recorded | Not recorded | 2026-04-16 · model_announcement | LLM Stats |