Self-Evaluation Improves Selective Generation in Large Language Models

Self-Evaluation Improves Selective Generation in Large Language Models

14 December 2023

Balaji Lakshminarayanan

Papers citing "Self-Evaluation Improves Selective Generation in Large Language Models"

12 / 12 papers shown

Title
GenCLS++: Pushing the Boundaries of Generative Classification in LLMs Through Comprehensive SFT and RL Studies Across Diverse Datasets Mingqian He Fei Zhao Chonggang Lu Ziqiang Liu Yishuo Wang Haofu Qian OffRL AI4TS VLM 72 0 0 28 Apr 2025
Uncertainty Quantification for Language Models: A Suite of Black-Box, White-Box, LLM Judge, and Ensemble Scorers Dylan Bouchard Mohit Singh Chauhan HILM 84 0 0 27 Apr 2025
Comparing Uncertainty Measurement and Mitigation Methods for Large Language Models: A Systematic Review Toghrul Abbasli Kentaroh Toyoda Yuan Wang Leon Witt Muhammad Asif Ali Yukai Miao Dan Li Qingsong Wei UQCV 94 0 0 25 Apr 2025
LOVA3: Learning to Visual Question Answering, Asking and Assessment Henry Hengyuan Zhao Pan Zhou Difei Gao Zechen Bai Mike Zheng Shou 82 8 0 21 Feb 2025
BioAgents: Democratizing Bioinformatics Analysis with Multi-Agent Systems Nikita Mehandru Amanda K. Hall Olesya Melnichenko Yulia Dubinina Daniel Tsirulnikov David Bamman Ahmed Alaa Scott Saponas Venkat S. Malladi 44 3 0 10 Jan 2025
Unlocking Historical Clinical Trial Data with ALIGN: A Compositional Large Language Model System for Medical Coding Nabeel Seedat Caterina Tozzi Andrea Hita Ardiaca M. Schaar James Weatherall Adam Taylor 191 0 0 20 Nov 2024
Evaluating Uncertainty-based Failure Detection for Closed-Loop LLM Planners Zhi Zheng Qian Feng Hang Li Alois C. Knoll Jianxiang Feng 54 6 0 01 Jun 2024
Leveraging Large Language Models for Multiple Choice Question Answering Joshua Robinson Christopher Rytting David Wingate ELM 146 186 0 22 Oct 2022
Out-of-Distribution Detection and Selective Generation for Conditional Language Models Jie Jessie Ren Jiaming Luo Yao-Min Zhao Kundan Krishna Mohammad Saleh Balaji Lakshminarayanan Peter J. Liu OODD 72 96 0 30 Sep 2022
Self-Consistency Improves Chain of Thought Reasoning in Language Models Xuezhi Wang Jason W. Wei Dale Schuurmans Quoc Le Ed H. Chi Sharan Narang Aakanksha Chowdhery Denny Zhou ReLM BDL LRM AI4CE 314 3,273 0 21 Mar 2022
Training language models to follow instructions with human feedback Long Ouyang Jeff Wu Xu Jiang Diogo Almeida Carroll L. Wainwright ... Amanda Askell Peter Welinder Paul Christiano Jan Leike Ryan J. Lowe OSLM ALM 339 12,003 0 04 Mar 2022
Google's Neural Machine Translation System: Bridging the Gap between Human and Machine Translation Yonghui Wu M. Schuster Z. Chen Quoc V. Le Mohammad Norouzi ... Alex Rudnick Oriol Vinyals G. Corrado Macduff Hughes J. Dean AIMat 716 6,746 0 26 Sep 2016