{"type": "article", "title": "Do LLMs Know a Good Hypothesis When They See One? Logit-Based Energy Scoring Outperforms Prompted LLM-as-Judge for Scientific Hypothesis Ranking", "publisher": "Web Pulse", "url": "https://wpnews.pro/news/do-llms-know-a-good-hypothesis-when-they-see-one-logit-based-energy-scoring-llm", "original_source": "https://arxiv.org/abs/2608.17270", "published": "2026-08-19T04:00:00+00:00", "accessed": "2026-08-19", "id": "do-llms-know-a-good-hypothesis-when-they-see-one-logit-based-energy-scoring-llm"}