EntLORE - Latent Organizational Reasoning (Agentic Retrieval): leaderboard
Metric: Answer accuracy (%; L3, 234 questions whose target relation is stated in no document; agentic retrieval: search and fetch tools over a dense index of the released corpus, at most 30 LLM iterations; 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 2030. 8 models tracked.
Top models
| # | Model | Score |
|---|---|---|
| 1 | GPT-5.4 | 17.5 |
| 2 | DeepSeek V4 Flash (Reasoning) | 15.1 |
| 3 | Claude Sonnet 4.6 (Thinking) | 14.9 |
| 4 | GPT-5.4 Mini | 14.8 |
| 5 | DeepSeek V4 Pro (Reasoning) | 14.3 |
| 6 | GLM-5.2 | 12.3 |
| 7 | Qwen 3.5 397B A17B | 9.5 |
| 8 | Kimi K2.6 | 9.4 |
Interactive version: theaggregate.ai/benchmark?slug=entlore-latent-organizational-reasoning-agentic-retrieval · How It Works · Data refreshed daily, snapshot 2026-09-29.