AskBench (AskOverconfidence) - Checkpoint Coverage: leaderboard
Metric: Coverage (0-1, shown times 100): share of final answers given only after every injected false claim was explicitly corrected, AskOverconfidence (400 dialogues: 100 each built from Math500, MedQA, BBH and GPQA-diamond items), three-turn budget with a final answer required on the last turn; a frozen Qwen3-30B-A3B-Instruct-2507 judge classifies each reply, simulates the user and grades final answers; higher is better. Source: arxiv.org. Saturation forecast: Estimated already saturated. 3 models tracked.
Top models
| # | Model | Score | Overall rank |
|---|---|---|---|
| 1 | Gemini 2.5 Pro | 74.9 | #145 |
| 2 | GPT-4.1 | 60.2 | #240 |
| 3 | Qwen 2.5 7B Instruct | 18.8 | #846 |
No result here: #3 Claude Opus 5.5, #5 GPT-6 Astra, #8 Claude Fable 5.1.
Interactive version: theaggregate.ai/benchmark?slug=askbench-askoverconfidence-checkpoint-coverage · How It Works · Data refreshed daily, snapshot 2026-10-11.