Do Large Language Models Know What They Don't Know?

Do Large Language Models Know What They Don't Know?

29 May 2023

Qipeng Guo

Xipeng Qiu

Xuanjing Huang

Papers citing "Do Large Language Models Know What They Don't Know?"

19 / 119 papers shown

Title
How Do Large Language Models Capture the Ever-changing World Knowledge? A Review of Recent Advances Zihan Zhang Meng Fang Lingxi Chen Mohammad-Reza Namazi-Rad Jun Wang KELM 24 21 0 11 Oct 2023
Towards Mitigating Hallucination in Large Language Models via Self-Reflection Ziwei Ji Tiezheng Yu Yan Xu Nayeon Lee Etsuko Ishii Pascale Fung HILM 11 57 0 10 Oct 2023
Self-Knowledge Guided Retrieval Augmentation for Large Language Models Yile Wang Peng Li Maosong Sun Yang Liu RALM KELM 29 42 0 08 Oct 2023
Evaluating Hallucinations in Chinese Large Language Models Qinyuan Cheng Tianxiang Sun Wenwei Zhang Siyin Wang Xiangyang Liu ... Junliang He Mianqiu Huang Zhangyue Yin Kai Chen Xipeng Qiu HILM ELM 33 25 0 05 Oct 2023
A Formalism and Approach for Improving Robustness of Large Language Models Using Risk-Adjusted Confidence Scores Ke Shen Mayank Kejriwal 14 2 0 05 Oct 2023
Ask Again, Then Fail: Large Language Models' Vacillations in Judgment Qiming Xie Zengzhi Wang Yi Feng Rui Xia AAML HILM 35 9 0 03 Oct 2023
Corex: Pushing the Boundaries of Complex Reasoning through Multi-Model Collaboration Qiushi Sun Zhangyue Yin Xiang Li Zhiyong Wu Xipeng Qiu Lingpeng Kong LRM LLMAG 28 44 0 30 Sep 2023
Navigate through Enigmatic Labyrinth A Survey of Chain of Thought Reasoning: Advances, Frontiers and Future Zheng Chu Jingchang Chen Qianglong Chen Weijiang Yu Tao He Haotian Wang Weihua Peng Ming-Yu Liu Bing Qin Ting Liu LRM AI4CE 37 153 0 27 Sep 2023
Siren's Song in the AI Ocean: A Survey on Hallucination in Large Language Models Yue Zhang Yafu Li Leyang Cui Deng Cai Lemao Liu ... Longyue Wang A. Luu Wei Bi Freda Shi Shuming Shi RALM LRM HILM 46 522 0 03 Sep 2023
Through the Lens of Core Competency: Survey on Evaluation of Large Language Models Ziyu Zhuang Qiguang Chen Longxuan Ma Mingda Li Yi Han Yushan Qian Haopeng Bai Zixian Feng Weinan Zhang Ting Liu ELM 26 9 0 15 Aug 2023
Investigating the Factual Knowledge Boundary of Large Language Models with Retrieval Augmentation Ruiyang Ren Yuhao Wang Yingqi Qu Wayne Xin Zhao Jiaheng Liu Hao Tian Huaqin Wu Ji-Rong Wen Haifeng Wang RALM KELM 43 125 0 20 Jul 2023
Comparing Traditional and LLM-based Search for Consumer Choice: A Randomized Experiment S. Spatharioti David M. Rothschild D. Goldstein Jake M. Hofman 33 46 0 07 Jul 2023
Boosting Language Models Reasoning with Chain-of-Knowledge Prompting Jiadong Wang Qiushi Sun Xiang Li Ming Gao ReLM LRM 26 65 0 10 Jun 2023
Boosting Theory-of-Mind Performance in Large Language Models via Prompting Shima Rahimi Moghaddam C. Honey LLMAG LRM AI4CE 16 78 0 22 Apr 2023
The Open-World Lottery Ticket Hypothesis for OOD Intent Classification Yunhua Zhou Pengyu Wang Peiju Liu Yuxin Wang Xipeng Qiu 25 2 0 13 Oct 2022
Complexity-Based Prompting for Multi-Step Reasoning Yao Fu Hao-Chun Peng Ashish Sabharwal Peter Clark Tushar Khot ReLM LRM 162 414 0 03 Oct 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
Chain-of-Thought Prompting Elicits Reasoning in Large Language Models Jason W. Wei Xuezhi Wang Dale Schuurmans Maarten Bosma Brian Ichter F. Xia Ed H. Chi Quoc Le Denny Zhou LM&Ro LRM AI4CE ReLM 398 8,559 0 28 Jan 2022