SeekerGym - ML Surveys: leaderboard
Metric: Information-gathering completeness (%): share of a survey paper's information goals recovered by the agent's deduplicated query trajectory, 80 machine-learning survey papers, 3 seeds; higher is better. Source: arxiv.org. Saturation forecast: Around 2029. 6 models tracked.
Top models
| # | Model | Score |
|---|---|---|
| 1 | Gemini 2.0 Flash | 29.2 |
| 2 | GPT-4o Mini | 24.5 |
| 3 | GPT-OSS-20B | 24.1 |
| 4 | Qwen 3 235B A22B 2507 (Thinking) | 23.1 |
| 5 | GPT-OSS-120B | 22.2 |
Interactive version: theaggregate.ai/benchmark?slug=seekergym-ml-surveys · How It Works · Data refreshed daily, snapshot 2026-10-07.