LMArena Agent Arena Steerability
Agents · 2026-06-04
Signed percentage-point Agent Arena diagnostic signal measuring how well the agent follows user steering and course corrections. Values may be negative when a model is below the leaderboard baseline; higher values indicate better controllability in interactive tasks.
Top models (higher is better)
| Model | Score |
|---|---|
| Claude Fable 5 | 12.9 |
| Opus 4.8 | 9.8 |
| Kimi K3 | 9.7 |
| Opus 4.7 | 9.6 |
| GPT-5.5 | 9.2 |
| GPT-5.6 Sol | 9.0 |
| Opus 4.6 | 7.2 |
| Sonnet 5 | 6.7 |
| GPT-5.4 | 6.5 |
| GLM-5.2 | 6.0 |
| Claude Opus 5 | 5.5 |
| Grok 4.5 | 5.1 |
| GPT-5.6 Terra | 3.3 |
| Sonnet 4.6 | 2.4 |
| Gemini 3.1 Pro Preview | 2.4 |
| GPT-5.6 Luna | 0.6 |
| GLM-5.1 | -0.2 |
| Qwen3.7-Max | -0.2 |
| DeepSeek-V4-Pro | -0.4 |
| Gemini 3.5 Flash | -1.0 |
| MiMo-V2.5-Pro | -2.1 |
| Gemini 3.6 Flash | -2.6 |
| Kimi K2.7 Code | -3.7 |
| DeepSeek-V4-Flash | -4.0 |
| MiniMax M3 | -4.6 |
| Qwen3.7-Plus | -4.6 |
| Muse Spark 1.1 | -4.8 |
| Kimi K2.6 | -4.9 |
| Gemini 3 Flash Preview | -5.4 |
| Gemini 3.5 Flash-Lite | -5.8 |
| Grok 4.3 | -7.0 |
| Hy3 | -8.2 |
| Gemma 4 31B IT | -8.5 |
| Grok Build 0.1 | -11.1 |
| Inkling | -12.1 |
| MiniMax M2.7 | -14.9 |
| Nemotron 3 Ultra 550B A55B | -20.7 |