Swati Rajwal

Building Evidence-Centered Digital Libraries for Rare Disease Trajectories

This doctoral research will curate PCD case reports, extract patient-level temporal trajectories with source origin, aggregate recurring and atypical patterns, and generate clinician-facing and patient-facing summaries from the same structured evidence.

Building Evidence-Centered Digital Libraries for Rare Disease Trajectories

Do LLMs Know a Good Hypothesis When They See One? Logit-Based Energy Scoring Outperforms Prompted LLM-as-Judge for Scientific Hypothesis Ranking

A logit-based energy scoring method is proposed that evaluates hypotheses using a language model's intrinsic confidence rather than comparative judgment, and intrinsic model confidence shows potential for scientific hypothesis evaluation.

The Unreasonable Benchmark