Learning to Trust Your Feelings: Leveraging Self-awareness in LLMs for Hallucination Mitigation

27 January 2024

Papers citing "Learning to Trust Your Feelings: Leveraging Self-awareness in LLMs for Hallucination Mitigation"

23 / 23 papers shown

Title
MAC-Tuning: LLM Multi-Compositional Problem Reasoning with Enhanced Knowledge Boundary Awareness Junsheng Huang Zhitao He Sandeep Polisetty Q. Wang May Fung KELM 45 0 0 30 Apr 2025
AI Awareness X. Li Haoyuan Shi Rongwu Xu Wei Xu 54 0 0 25 Apr 2025
Block Toeplitz Sparse Precision Matrix Estimation for Large-Scale Interval-Valued Time Series Forecasting Wan Tian Zhongfeng Qin AI4TS 31 0 0 04 Apr 2025
The Illusionist's Prompt: Exposing the Factual Vulnerabilities of Large Language Models with Linguistic Nuances Yining Wang Y. Wang Xi Li Mi Zhang Geng Hong Min Yang AAML HILM 60 0 0 01 Apr 2025
Entropy-based Exploration Conduction for Multi-step Reasoning Jinghan Zhang Xiting Wang Fengran Mo Yeyang Zhou Wanfu Gao Kunpeng Liu LRM 50 1 0 20 Mar 2025
DeLTa: A Decoding Strategy based on Logit Trajectory Prediction Improves Factuality and Reasoning Ability Yunzhen He Yusuke Takase Yoichi Ishibashi Hidetoshi Shimodaira 37 0 0 04 Mar 2025
UAlign: Leveraging Uncertainty Estimations for Factuality Alignment on Large Language Models Boyang Xue Fei Mi Qi Zhu Hongru Wang Rui Wang Sheng Wang Erxin Yu Xuming Hu Kam-Fai Wong HILM 69 0 0 16 Dec 2024
SEER: Self-Aligned Evidence Extraction for Retrieval-Augmented Generation Xinping Zhao Dongfang Li Yan Zhong Boren Hu Yibin Chen Baotian Hu Min Zhang 21 1 0 15 Oct 2024
Varying Shades of Wrong: Aligning LLMs with Wrong Answers Only Jihan Yao Wenxuan Ding Shangbin Feng Lucy Lu Wang Yulia Tsvetkov 25 0 0 14 Oct 2024
CLUE: Concept-Level Uncertainty Estimation for Large Language Models Yu-Hsiang Wang Andrew Bai Che-Ping Tsai Cho-Jui Hsieh LRM 27 0 0 04 Sep 2024
Know Your Limits: A Survey of Abstention in Large Language Models Bingbing Wen Jihan Yao Shangbin Feng Chenjun Xu Yulia Tsvetkov Bill Howe Lucy Lu Wang 49 5 0 25 Jul 2024
Evaluating and Enhancing Trustworthiness of LLMs in Perception Tasks Yang You Jiaqi Han Yinan Yu Christian Berger 29 2 0 18 Jul 2024
Leveraging Graph Structures to Detect Hallucinations in Large Language Models Noa Nonkes Sergei Agaronian Evangelos Kanoulas Roxana Petcu 24 1 0 05 Jul 2024
BeHonest: Benchmarking Honesty in Large Language Models Steffi Chern Zhulin Hu Yuqing Yang Ethan Chern Yuan Guo Jiahe Jin Binjie Wang Pengfei Liu HILM ALM 81 3 0 19 Jun 2024
Self-training Large Language Models through Knowledge Detection Wei Jie Yeo Teddy Ferdinan Przemyslaw Kazienko Ranjan Satapathy Erik Cambria 33 9 0 17 Jun 2024
A Survey of Language-Based Communication in Robotics William Hunt Sarvapali D. Ramchurn Mohammad D. Soorati LM&Ro 47 12 0 06 Jun 2024
SaySelf: Teaching LLMs to Express Confidence with Self-Reflective Rationales Tianyang Xu Shujin Wu Shizhe Diao Xiaoze Liu Xingyao Wang Yangyi Chen Jing Gao LRM 29 27 0 31 May 2024
Evaluating Consistency and Reasoning Capabilities of Large Language Models Yash Saxena Sarthak Chopra Arunendra Mani Tripathi ELM LRM 30 5 0 25 Apr 2024
Into the Unknown: Self-Learning Large Language Models Teddy Ferdinan Jan Kocoñ P. Kazienko 20 2 0 14 Feb 2024
Building Guardrails for Large Language Models Yizhen Dong Ronghui Mu Gao Jin Yi Qi Jinwei Hu Xingyu Zhao Jie Meng Wenjie Ruan Xiaowei Huang OffRL 57 23 0 02 Feb 2024
How Language Model Hallucinations Can Snowball Muru Zhang Ofir Press William Merrill Alisa Liu Noah A. Smith HILM LRM 78 246 0 22 May 2023
The Internal State of an LLM Knows When It's Lying A. Azaria Tom Michael Mitchell HILM 216 297 0 26 Apr 2023
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 303 11,730 0 04 Mar 2022