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
Wide-coverage web collection; scored on completeness of an enumerated answer set.
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 |
|---|---|---|---|---|---|
| Qwen3.5-397B-A17B | 74.0 | percent | thinking (temp 0.6, top_p 0.95, top_k 20), 256k context, no context management | 2026-02-16 · document_publication | Qwen3.5-397B-A17B |
| Hy4 preview | 83.9 | percent | as printed in the report's benchmark table | 2026-08-28 · document_publication | Hy4 preview |