BlogLLM Benchmark Scores as Published, Side by Side
NL2Repo-Bench: Results as Published
Every result the catalog holds for NL2Repo-Bench: 38 models from 8 developers, read from 15 pages. Each number is as printed by the company named beside it; nothing is ranked or rescored. Models are listed by developer, newest first.
Area Agentic CodingMaintainer Paper authorsIntroduced 2025Data version 2026103001, as of 2026-10-30
NL2Repo-Bench tests whether a coding agent can build a whole software project from a single natural-language requirements document. The agent starts with an empty workspace and must produce an installable Python library, across 104 tasks in nine library categories graded as easy, medium and hard. Scoring is execution-based, measuring the average share of each project's tests that pass.
NL2Repo-Bench
| Model | Value | Printed by | Setup as printed |
|---|---|---|---|
| GPT-5.6 SolOpenAI, released 2026-07-09 | 56.8 | DeepSeek, DeepSeek-V4.1-Flash model cardchecked 2026-10-15; printed on 2 more pages | - |
| GPT-5.5OpenAI, released 2026-04-23 | 52.9 | MiniMax, MiniMax M3checked 2026-10-15; printed on 1 more page | - |
| GPT-5.4OpenAI, released 2026-03-05 | 41.3 | Z.ai, GLM-5.1 model cardchecked 2026-10-15 | - |
| Claude Opus 5Anthropic, released 2026-07-24 | 75.3 | DeepSeek, DeepSeek-V4.1-Flash model cardchecked 2026-10-15; printed on 2 more pages | - |
| Claude Opus 4.8Anthropic, released 2026-05-28 | 69.4 | Alibaba, Qwen3.8-Max comparisonchecked 2026-10-14; printed on 4 more pages | - |
| Claude Opus 4.7Anthropic, released 2026-04-16 | 56.28 | MiniMax, MiniMax M3checked 2026-10-15 | - |
| Claude Opus 4.6Anthropic, released 2026-02-05 | 47.6 | Alibaba, Qwen3.8-27B model cardchecked 2026-10-15; printed on 2 more pages | Effort: max; Harness: Claude Code |
| Claude Opus 4.5Anthropic, released 2025-11-24 | 43.2 | Alibaba, Qwen3.6-27B model cardchecked 2026-10-15 | Harness: Claude Code (baselines) |
| Gemma 4 26B A4BGoogle, released 2026-04-02 | 11.6 | Alibaba, Qwen3.6-35B-A3B model cardchecked 2026-10-15 | Harness: Claude Code (baselines) |
| Gemma 4 31BGoogle, released 2026-04-02 | 15.5 | Alibaba, Qwen3.6-27B model cardchecked 2026-10-15; printed on 1 more page | Harness: Claude Code (baselines) |
| Gemini 3.1 Pro PreviewGoogle, released 2026-02-19 | 21.62 | MiniMax, MiniMax M3checked 2026-10-15; printed on 2 more pages | - |
| DeepSeek-V4.1-Flash-1017DeepSeek, released 2026-10-17 | 68.2 | DeepSeek, DeepSeek-V4.1-Flash-1017 model cardchecked 2026-10-18; printed on 1 more page | - |
| DeepSeek-V4.1-FlashDeepSeek, released 2026-09-10 | 64 | DeepSeek, DeepSeek-V4.1-Flash model cardchecked 2026-10-15; printed on 2 more pages | Effort: max; Harness: DeepSeek Harness (DSH) Minimal; Context: 1M |
| DeepSeek-V4-Flash (Preview)DeepSeek, released 2026-04-24 | 39.4 | DeepSeek, DeepSeek-V4-Flash-0731 model cardchecked 2026-10-15; printed on 1 more page | - |
| DeepSeek-V4-Pro (Preview)DeepSeek, released 2026-04-24 | 38.5 | DeepSeek, DeepSeek-V4-Flash-0731 model cardchecked 2026-10-15; printed on 3 more pages | - |
| DeepSeek-V4-Flash-0731DeepSeek | 54.2 | DeepSeek, DeepSeek-V4-Flash-0731 model cardchecked 2026-10-15; printed on 3 more pages | - |
| DeepSeek-V4-Pro-0813DeepSeek | 61.5 | DeepSeek, DeepSeek-V4-Pro-0813 model cardchecked 2026-10-15; printed on 2 more pages | - |
| Qwen3.8-MaxAlibaba, released 2026-08-03 | 55.9 | Alibaba, Qwen3.8-Max comparisonchecked 2026-10-14; printed on 1 more page | - |
| Qwen3.7-PlusAlibaba, released 2026-06-01 | 41.1 | Alibaba, Qwen3.8-27B model cardchecked 2026-10-15; printed on 1 more page | Harness: Claude Code |
| Qwen3.6-27BAlibaba, released 2026-04-22 | 36.2 | Alibaba, Qwen3.6-27B model cardchecked 2026-10-15; printed on 1 more page | Harness: Claude Code (baselines) |
| Qwen3.6-35B-A3BAlibaba, released 2026-04-16 | 29.4 | Alibaba, Qwen3.6-35B-A3B model cardchecked 2026-10-15; printed on 1 more page | Harness: Claude Code (baselines) |
| Qwen3.6-PlusAlibaba, released 2026-04-02 | 37.9 | Z.ai, GLM-5.1 model cardchecked 2026-10-15 | - |
| Qwen3.5-27BAlibaba, released 2026-02-24 | 27.3 | Alibaba, Qwen3.6-27B model cardchecked 2026-10-15; printed on 1 more page | Harness: Claude Code (baselines) |
| Qwen3.5-35B-A3BAlibaba, released 2026-02-24 | 20.5 | Alibaba, Qwen3.6-35B-A3B model cardchecked 2026-10-15 | Harness: Claude Code (baselines) |
| Qwen3.5-397B-A17BAlibaba, released 2026-02-16 | 32.2 | Alibaba, Qwen3.6-27B model cardchecked 2026-10-15 | Harness: Claude Code (baselines) |
| Qwen3.7-MaxAlibaba | 47.2 | Alibaba, Qwen3.8-Max comparisonchecked 2026-10-14; printed on 1 more page | - |
| Qwen3.8-27BAlibaba | 42.3 | Alibaba, Qwen3.8-27B model cardchecked 2026-10-15; printed on 1 more page | Harness: Claude Code |
| Qwen3.8-Flash-NextAlibaba | 48.1 | Alibaba, Qwen3.8-Flash-Next model cardchecked 2026-10-15 | Harness: Claude Code |
| Kimi K3Moonshot AI, released 2026-07-16 | 58 | DeepSeek, DeepSeek-V4.1-Flash model cardchecked 2026-10-15; printed on 3 more pages | - |
| Kimi K2.6Moonshot AI, released 2026-04-20 | 42.8 | MiniMax, MiniMax M3checked 2026-10-15 | Effort: thinking |
| Kimi K2.5Moonshot AI, released 2026-01-27 | 32 | Z.ai, GLM-5.1 model cardchecked 2026-10-15 | - |
| GLM-5.3Z.ai, released 2026-08-18 | 58 | Z.ai, GLM-5.3 model cardchecked 2026-10-15; printed on 3 more pages | Effort: max; Context: 1000000 |
| GLM-5.2Z.ai, released 2026-06-16 | 48.9 | Z.ai, GLM-5.2 model cardchecked 2026-10-15; printed on 3 more pages | Context: 400000 |
| GLM-5.1Z.ai, released 2026-04-07 | 42.7 | Z.ai, GLM-5.1 model cardchecked 2026-10-15; printed on 2 more pages | - |
| GLM-5Z.ai, released 2026-02-12 | 35.9 | Z.ai, GLM-5.1 model cardchecked 2026-10-15 | - |
| MiniMax-M3.1-FlashMiniMax, released 2026-10-19 | 61.2 | MiniMax, MiniMax-M3.1-Flash model cardchecked 2026-10-25 | Harness: Claude Code 2.1.233 |
| MiniMax M3MiniMax, released 2026-06-01 | 42.13 | MiniMax, MiniMax M3checked 2026-10-15; printed on 1 more page | - |
| MiniMax M2.7MiniMax, released 2026-03-18 | 39.8 | MiniMax, MiniMax-M2.7 model cardchecked 2026-10-15; printed on 2 more pages | - |
Every number here is read from the same catalog file as the benchmark table, data version 2026103001, and is the number the table shows for that model and test. Where one page printed a model under several setups, each value is listed. The catalog is public in armanobosyan/sugra-llm-benchmarks; a wrong number can be reported from the table, with Report an error under the value, or as an issue in that repository.