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Hunt Instead of Wait: Evaluating Deep Data Research on Large Language Models

Intermediate

Wei Liu, Peijie Yu et al.Feb 2arXiv

The paper asks AI to hunt for insights in big databases without being told exact questions, like a curious scientist instead of a test-taker.

#Deep Data Research#Agentic LLMs#Investigatory Intelligence

AgentEHR: Advancing Autonomous Clinical Decision-Making via Retrospective Summarization

Intermediate

Yusheng Liao, Chuan Xuan et al.Jan 20arXiv

AgentEHR is a new, realistic test that asks AI agents to read messy hospital records and make full clinical decisions, not just look up facts.

#AgentEHR#RETROSUM#retrospective summarization

Patient-Similarity Cohort Reasoning in Clinical Text-to-SQL

Intermediate

Yifei Shen, Yilun Zhao et al.Jan 14arXiv

This paper introduces CLINSQL, a 633-task benchmark that turns real clinician-style questions into SQL challenges over the MIMIC-IV v3.1 hospital database.

#clinical text-to-SQL#EHR#MIMIC-IV

Papers3

Hunt Instead of Wait: Evaluating Deep Data Research on Large Language Models

AgentEHR: Advancing Autonomous Clinical Decision-Making via Retrospective Summarization

Patient-Similarity Cohort Reasoning in Clinical Text-to-SQL