Nivedita joshi saraf biography of rory
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CRANE
Shuaib M. Abdullah, Laura F. Defina, David Leonard, Carolyn E. Barlow, Nina B. Radford, Benjamin L. Willis, Anand Rohatgi, Darren K. McGuire, James A. de Lemos, Scott M. Grundy, Jarett D. Berry, Amit Khera
2018 - 10.1161/CIRCULATIONAHA.118.034273 - Circulation
Rory Collins, Christina Reith, Jonathan Emberson, Jane Armitage, Colin Baigent, Lisa Blackwell, Roger Blumenthal, John Danesh, George Davey Smith, David DeMets, Stephen Evans, Malcolm Law, Stephen MacMahon, Seth Martin, Bruce Neal, Neil Poulter, David Preiss, Paul Ridker, Ian Roberts, Anthony Rodgers, Peter Sandercock, Kenneth Schulz, Peter Sever, John Simes, Liam Smeeth, Nicholas Wald, Salim Yusuf, Richard Peto
2016 - 10.1016/S0140-6736(16)31357-5 - The Lancet
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IDEA: Enhancing the Rule Learning Ability of Large Language Model Agent through Induction, Deduction, and Abduction
Kaiyu He, Mian Zhang, Shuo Yan, Peilin Wu, Zhiyu Zoey Chen
Department of Computer Science
University of Texas at Dallas
{kaiyu.he, zhiyu.chen2}@utdallas.edu
Abstract
While large language models (LLMs) have been thoroughly evaluated for deductive and inductive reasoning, their proficiency in abductive reasoning and holistic rule learning in interactive environments remains less explored. We introduce RULEARN, a novel benchmark specifically designed to assess the rule-learning abilities of LLM agents in interactive settings. In RULEARN, agents strategically interact with simulated environments to gather observations, discern patterns, and solve complex problems. To enhance the rule-learning capabilities for LLM agents, we propose IDEA, a novel reasoning framework that integrates the process of Induction, DEduction, and Abduction. The IDEA agent generates initial h
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