LMArena Agent Arena Bash Recovery
Agents · 2026-06-04
Signed percentage-point Agent Arena diagnostic signal measuring how well the agent recovers after shell or command-line failures. Values may be negative when a model is below the leaderboard baseline; higher values indicate more robust agentic troubleshooting.
Top models (higher is better)
| Model | Score |
|---|---|
| GPT-5.5 | 14.1 |
| Claude Fable 5 | 13.9 |
| Claude Opus 5 | 13.1 |
| Opus 4.7 | 12.7 |
| Sonnet 4.6 | 11.5 |
| GPT-5.6 Luna | 10.9 |
| Grok 4.5 | 10.9 |
| Sonnet 5 | 10.9 |
| Opus 4.6 | 10.3 |
| GPT-5.4 | 9.4 |
| GPT-5.6 Sol | 9.3 |
| Opus 4.8 | 9.2 |
| GPT-5.6 Terra | 8.8 |
| Kimi K3 | 6.9 |
| Muse Spark 1.1 | 6.2 |
| Inkling | 5.9 |
| Qwen3.7-Plus | 5.8 |
| MiniMax M3 | 5.7 |
| GLM-5.2 | 5.2 |
| DeepSeek-V4-Pro | 4.8 |
| Qwen3.7-Max | 4.6 |
| DeepSeek-V4-Flash | 3.4 |
| Hy3 | 1.4 |
| MiMo-V2.5-Pro | 1.1 |
| GLM-5.1 | 0.3 |
| Gemini 3.6 Flash | -0.6 |
| Gemini 3.5 Flash | -2.2 |
| Kimi K2.7 Code | -3.6 |
| Kimi K2.6 | -6.6 |
| Gemini 3.1 Pro Preview | -10.2 |
| Gemini 3.5 Flash-Lite | -10.8 |
| Grok 4.3 | -11.1 |
| MiniMax M2.7 | -13.7 |
| Grok Build 0.1 | -14.7 |
| Nemotron 3 Ultra 550B A55B | -16.6 |
| Gemini 3 Flash Preview | -18.7 |
| Gemma 4 31B IT | -38.5 |