SMH-Bench (Interactive Agent) - Ambiguous Intent: leaderboard
SMH-Bench (2026) category on vague complaints and underspecified requests, where the agent must act sensibly or ask for clarification, scored in the executable HomeEnv smart-home simulator. In the Environment-Interactive Agent setting the model starts with partial observability and must query and control the home through tools in a ReAct loop. The board is the success rate in percent; higher is better.
Metric: Success rate (%) on Ambiguous Intent (TC3, 150 subjective complaints, scene-level goals and slot-missing requests, acting or asking for clarification as appropriate); Environment-Interactive Agent: a ReAct loop that starts from partial observability and queries and controls the HomeEnv simulator through tools under a call budget; final home state checked against the goal with untouched devices preserved; clarification and query answers judged by GPT-5; higher is better. Source: arxiv.org. Saturation forecast: Estimated already saturated. 13 models tracked.
Top models
| # | Model | Score | Overall rank |
|---|---|---|---|
| 1 | Gemini 3.1 Pro (Preview) | 92 | #94 |
| 2 | Claude Sonnet 4.6 | 91.3 | #161 |
| 3 | Qwen 3.5 397B A17B | 86.7 | #246 |
| 4 | GPT-5.4 Mini | 86 | #389 |
| 5 | Claude Haiku 4.5 | 85.3 | #568 |
| 6 | DeepSeek V3.2 (Thinking) | 85.3 | #406 (DeepSeek V3.2) |
| 7 | GPT-5.4 | 84.7 | #123 |
| 8 | GLM-5 | 83.3 | #260 |
| 9 | Qwen 3.5 Plus | 76.7 | #232 |
| 10 | Qwen 3.5 4B | 72 | #1175 |
| 11 | Qwen 3.5 9B | 69.3 | #803 |
| 12 | MiniMax-M2.7 | 52 | #518 |
No result here: #1 Claude Fable 5.2, #2 Gemini 4 Carbon, #5 Claude Opus 5.5.
Interactive version: theaggregate.ai/benchmark?slug=smh-bench-interactive-agent-ambiguous-intent · How It Works · Data refreshed daily, snapshot 2026-11-13.