4 papers
NL2SQL with Iterative Self-Refinement
Anjali Vemula, Akshat Dasula
Bridging the gap between human intent and machine logic remains a critical challenge in data access for non-technical users, yet Large Language Models (LLMs) remain unreliable: the…
LLM Doesn't Know What It Doesn't Know: Detecting Epistemic Blind Spots via Cross-Model Attribution Divergence on Clinical Tabular Data
Akshat Dasula, Prasanna Desikan, Jaideep Srivastava
Large language models (LLMs) are increasingly applied to structured clinical data, yet whether they can recognize the limits of their own knowledge on such tasks remains unexplored…
CareTransition-Audit: A Benchmark to Audit Discharge Summaries for Efficient Care Transitions
Akshat Dasula, Prasanna Desikan, Jaideep Srivastava +2
Incomplete or inconsistent discharge documentation drives care fragmentation and avoidable readmissions. Despite its critical role in patient safety, auditing discharge summaries r…
Judgement Citation Retrieval using Contextual Similarity
Akshat Mohan Dasula, Hrushitha Tigulla, Preethika Bhukya
Traditionally in the domain of legal research, the retrieval of pertinent citations from intricate case descriptions has demanded manual effort and keyword-based search application…