@article{dollmsknowagoodhypothesiswhentheyseeonel,
  title = {Do LLMs Know a Good Hypothesis When They See One? Logit-Based Energy Scoring Outperforms Prompted LLM-as-Judge for Scientific Hypothesis Ranking},
  author = {Swati Rajwal and Sanjay Das and Tirthankar Ghosal},
  year = {2026},
  eprint = {2608.17270},
  archivePrefix = {arXiv},
  url = {https://arxiv.org/abs/2608.17270},
}