AI benchmarks and leaderboards are different things
Learn the difference between a benchmark, an evaluation run and a leaderboard, and use each to answer the right question.
Model reports
NL2Repo
Evaluates generating a repository from a natural language description. Temperature=1.0, top_p=1.0, max_new_tokens=64k under 1M context.
Evaluation context and evidence
- Source
- Model reports
- Publisher
- Not recorded
- Benchmark release
- 2025-06-15
- Collected
- Not recorded
- Modality
- Not recorded
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 2
Shown in source observation order, not ranked. Dates retain the precision provided by the source.
| Model | Value | Unit | Protocol | Reported date and basis | Source |
|---|---|---|---|---|---|
| Hy4 preview | 58.9 | percent | as printed in the report's benchmark table | 2026-08-28 · document_publication | Hy4 preview |
| GLM-5.3-Flash | 56.3 | percent | temp 1.0, top_p 1.0, max_new_tokens 64k, 1M context, rule-based + LLM judge for hacking prevention | 2026-08-27 · document_publication | GLM-5.3-Flash |