PrepBench - Interactive Disambiguation: leaderboard
Metric: Disambiguation F1 (0-100) of the agent's clarification questions against the annotated ambiguities of each original request, PrepBench natural-language data-preparation tasks, LLM agent at temperature 0.7 with Clarify (budgeted, answered by a DeepSeek-V3.2 user simulator), Profile, Code and Translate actions; higher is better. Source: arxiv.org. Saturation forecast: Around June 2027. 10 models tracked.
Top models
| # | Model | Score |
|---|---|---|
| 1 | GPT-5.1 Codex | 51.4 |
| 2 | Claude Sonnet 4.5 | 51.3 |
| 3 | Gemini 3 Flash | 51 |
| 4 | GLM-4.7 | 48.5 |
| 5 | Kimi K2 (Thinking) | 45.9 |
| 6 | DeepSeek V3.2 | 45.7 |
| 7 | GPT-4o | 44.6 |
| 8 | Devstral 2 | 42.3 |
| 9 | Qwen 3 235B A22B | 41.3 |
| 10 | Grok Code Fast 1 | 34.5 |
Interactive version: theaggregate.ai/benchmark?slug=prepbench-interactive-disambiguation · How It Works · Data refreshed daily, snapshot 2026-10-07.