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.
LLM Stats
SWE-Bench Multimodal extends SWE-Bench to evaluate language models on software engineering tasks that involve visual inputs such as screenshots, UI mockups, and diagrams alongside code understanding.
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 |
|---|---|---|---|---|---|
| Claude Mythos Preview | 0.59 | Not recorded | Not recorded | 2026-04-07 · model_announcement | LLM Stats |
| Qwen3.8-27B | 0.386 | Not recorded | Not recorded | 2026-08-14 · model_announcement | LLM Stats |
| Claude Opus 4.8 | 0.384 | Not recorded | Not recorded | 2026-05-28 · model_announcement | LLM Stats |
| Claude Sonnet 5 | 0.281 | Not recorded | Not recorded | 2026-06-30 · model_announcement | LLM Stats |