EntLORE - Latent Organizational Reasoning (GraphRAG): leaderboard
Metric: Answer accuracy (%; L3, 234 questions whose target relation is stated in no document; corpus-induced GraphRAG: an entity graph and community reports induced offline from the released corpus; 907 questions over 2,341 anonymized enterprise documents; programmatic scoring for entity, set, count and ordered answers, atomic-claim entailment judged by Claude Opus 4.8 for free-form answers). Source: arxiv.org. Saturation forecast: Around January 2028. 8 models tracked.
Top models
| # | Model | Score |
|---|---|---|
| 1 | GLM-5.2 | 43.1 |
| 2 | DeepSeek V4 Flash (Reasoning) | 39.8 |
| 3 | Qwen 3.5 397B A17B | 39.6 |
| 4 | DeepSeek V4 Pro (Reasoning) | 38.6 |
| 5 | Claude Sonnet 4.6 (Thinking) | 38.3 |
| 6 | GPT-5.4 | 34.1 |
| 7 | GPT-5.4 Mini | 28.8 |
| 8 | Kimi K2.6 | 27.6 |
Interactive version: theaggregate.ai/benchmark?slug=entlore-latent-organizational-reasoning-graphrag · How It Works · Data refreshed daily, snapshot 2026-09-29.