PaperMind - Critical Assessment: leaderboard
Metric: Judge score for raising the substantive reviewer concerns of real OpenReview computer-science submissions (questions that drew author responses and score increases), as a smolagents ReAct agent with tools; rated by a GPT-4o judge on a 5-point scale (1-5) against the reviewer questions; higher is better. Source: arxiv.org. Saturation forecast: Around 2030. 7 models tracked.
Top models
| # | Model | Score |
|---|---|---|
| 1 | Gemini 2.5 Pro | 2.64 |
| 2 | GPT-4o Mini | 2.57 |
| 3 | Claude 3 Haiku | 2.51 |
| 4 | Claude 3.5 Sonnet | 2.43 |
| 5 | Qwen 3 VL 4B Instruct | 2.42 |
| 6 | Gemma 3 4B (IT) | 1.95 |
Interactive version: theaggregate.ai/benchmark?slug=papermind-critical-assessment · How It Works · Data refreshed daily, snapshot 2026-10-07.