AI EVALUATION, IN CONTEXT.BY EQUALITY MACHINE

LLM Stats

NL2Repo

NL2Repo evaluates long-horizon coding capabilities including repository-level understanding, where models must generate or modify code across entire repositories from natural language specifications.

Evaluation context and evidence

Source
LLM Stats
Publisher
Not recorded
Benchmark release
Not recorded
Collected
2026-08-17
Modality
text

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.

Original sources

Reported results 17

Shown in source observation order, not ranked. Dates retain the precision provided by the source.

ModelValueUnitProtocolReported date and basisSource
DeepSeek-V4-Pro-08130.615Not recordedNot recorded2026-08-13 · model_announcementLLM Stats
GLM-5.30.58Not recordedNot recorded2026-08-14 · model_announcementLLM Stats
Qwen3.8 Max0.559Not recordedNot recorded2026-08-02 · model_announcementLLM Stats
DeepSeek-V4-Flash-07310.542Not recordedNot recorded2026-07-31 · model_announcementLLM Stats
GLM-5.20.489Not recordedNot recorded2026-06-16 · model_announcementLLM Stats
Qwen3.7 Max0.472Not recordedNot recorded2026-05-19 · model_announcementLLM Stats
Seed 2.1 Pro0.47Not recordedNot recorded2026-06-24 · model_announcementLLM Stats
Hy30.456Not recordedNot recorded2026-07-06 · model_announcementLLM Stats
Seed 2.1 Turbo0.437Not recordedNot recorded2026-06-24 · model_announcementLLM Stats
GLM-5.10.427Not recordedNot recorded2026-04-07 · model_announcementLLM Stats
Qwen3.8-27B0.423Not recordedNot recorded2026-08-14 · model_announcementLLM Stats
MiniMax M30.4213Not recordedNot recorded2026-06-01 · model_announcementLLM Stats
Qwen3.7-Plus0.411Not recordedNot recorded2026-05-31 · model_announcementLLM Stats
MiniMax M2.70.398Not recordedNot recorded2026-03-18 · model_announcementLLM Stats
Qwen3.6 Plus0.379Not recordedNot recorded2026-04-02 · model_announcementLLM Stats
Qwen3.6-27B0.362Not recordedNot recorded2026-04-21 · model_announcementLLM Stats
Qwen3.6-35B-A3B0.294Not recordedNot recorded2026-04-16 · model_announcementLLM Stats