SWE-sweep leaderboard
As of November 14, 2026, among the results listed here, Google Gemini 4 Carbon has the highest reported SWE-sweep score, 9.6%, published by Google on October 28, 2026, ahead of Google Gemini 4 Argon at 4.3%. 2 models have a SWE-sweep result in our records.
Scores as the model makers published them, not re-run by us; each row links to its announcement.
2 models ranked · 1 maker
| Rank | Model | Score | Setting | Reported by | Date |
|---|---|---|---|---|---|
| 1 | Gemini 4 Carbon | 9.6% | Not published | October 28, 2026 · read from the maker's chart | |
| 2 | Gemini 4 Argon | 4.3% | Not published | October 28, 2026 · read from the maker's chart |
How much to trust these numbers
- Source
- Reported by the model makers themselves. Not re-run by LLMBenchmark or anyone independent.
- Settings
- All ranked results use the same reported setting.
- Spread
- 9.6% to 4.3% across 2 models.
- Freshness
- Published October 28, 2026.
- Charts
- Some values were read from charts in the announcements. Two independent readings had to match exactly.
What SWE-sweep measures
SWE-sweep asks agents to explore codebases and independently find and fix bugs, measuring how many bugs they can find and fix. Source: SWE-Sweep: Can Agents Autonomously Find and Fix Bugs?