ForeSci - Prediction Factuality - Bottleneck-Opportunity Discovery: leaderboard
Metric: Prediction factuality (claim-level F1 x 100; answer claims supported by, and hidden post-cutoff validation claims covered by, the answer, judged by DeepSeek-V4 with half credit for partial support; 125 tasks naming a root bottleneck and the opportunity it unlocks; native LLM without retrieval, web search disabled). Source: arxiv.org. Saturation forecast: Around April 2027. 4 models tracked.
Top models
| # | Model | Score |
|---|---|---|
| 1 | Qwen 3 235B A22B | 84 |
| 2 | GPT-5.2 | 79.9 |
| 3 | GLM-4.6 | 65.1 |
Interactive version: theaggregate.ai/benchmark?slug=foresci-prediction-factuality-bottleneck-opportunity-discovery · How It Works · Data refreshed daily, snapshot 2026-09-26.