Decoding by Contrasting Knowledge: Enhancing LLMs' Confidence on Edited Facts

19 May 2024

Baolong Bi

Shenghua Liu

Lingrui Mei

Papers citing "Decoding by Contrasting Knowledge: Enhancing LLMs' Confidence on Edited Facts"

21 / 21 papers shown

Title
a1: Steep Test-time Scaling Law via Environment Augmented Generation Lingrui Mei Shenghua Liu Yiwei Wang Baolong Bi Yuyao Ge Jun Wan Yurong Wu Xueqi Cheng LRM 17 0 0 20 Apr 2025
Innate Reasoning is Not Enough: In-Context Learning Enhances Reasoning Large Language Models with Less Overthinking Yuyao Ge Shenghua Liu Y. Wang Lingrui Mei Lizhe Chen Baolong Bi Xueqi Cheng ReLM LRM 49 2 0 25 Mar 2025
Parameters vs. Context: Fine-Grained Control of Knowledge Reliance in Language Models Baolong Bi Shenghua Liu Y. Wang Yilong Xu Junfeng Fang Lingrui Mei Xueqi Cheng KELM 61 4 0 20 Mar 2025
PIP-KAG: Mitigating Knowledge Conflicts in Knowledge-Augmented Generation via Parametric Pruning Pengcheng Huang Zhenghao Liu Yukun Yan Xiaoyuan Yi Hao Chen Zhiyuan Liu Maosong Sun Tong Xiao Ge Yu Chenyan Xiong 91 1 0 24 Feb 2025
AnyEdit: Edit Any Knowledge Encoded in Language Models Houcheng Jiang Junfeng Fang Ningyu Zhang Guojun Ma Mingyang Wan X. Wang Xiangnan He Tat-Seng Chua KELM 49 8 0 08 Feb 2025
First-place Solution for Streetscape Shop Sign Recognition Competition Bin Wang Li Jing 51 0 0 06 Jan 2025
Context-DPO: Aligning Language Models for Context-Faithfulness Baolong Bi Shaohan Huang Y. Wang Tianchi Yang Zihan Zhang ... Furu Wei Weiwei Deng Feng Sun Qi Zhang Shenghua Liu 97 8 0 18 Dec 2024
A Survey of Calibration Process for Black-Box LLMs Liangru Xie Hui Liu Jingying Zeng Xianfeng Tang Yan Han Chen Luo Jing Huang Zhen Li Suhang Wang Qi He 74 1 0 17 Dec 2024
HiddenGuard: Fine-Grained Safe Generation with Specialized Representation Router Lingrui Mei Shenghua Liu Yiwei Wang Baolong Bi Ruibin Yuan Xueqi Cheng 33 4 0 03 Oct 2024
StruEdit: Structured Outputs Enable the Fast and Accurate Knowledge Editing for Large Language Models Baolong Bi Shenghua Liu Yiwei Wang Lingrui Mei Hongcheng Gao Junfeng Fang Xueqi Cheng KELM 16 8 0 16 Sep 2024
Can Editing LLMs Inject Harm? Canyu Chen Baixiang Huang Zekun Li Zhaorun Chen Shiyang Lai ... Xifeng Yan William Wang Philip H. S. Torr Dawn Song Kai Shu KELM 38 11 0 29 Jul 2024
PFME: A Modular Approach for Fine-grained Hallucination Detection and Editing of Large Language Models Kunquan Deng Zeyu Huang Chen Li Chenghua Lin Min Gao Wenge Rong KELM 18 0 0 29 Jun 2024
Adaptive Token Biaser: Knowledge Editing via Biasing Key Entities Baolong Bi Shenghua Liu Yiwei Wang Lingrui Mei Hongcheng Gao Yilong Xu Xueqi Cheng KELM 30 11 0 18 Jun 2024
WISE: Rethinking the Knowledge Memory for Lifelong Model Editing of Large Language Models Peng Wang Zexi Li Ningyu Zhang Ziwen Xu Yunzhi Yao Yong-jia Jiang Pengjun Xie Fei Huang Huajun Chen KELM CLL 45 14 0 23 May 2024
FMint: Bridging Human Designed and Data Pretrained Models for Differential Equation Foundation Model Zezheng Song Jiaxin Yuan Haizhao Yang AI4CE 38 15 0 23 Apr 2024
KG-Rank: Enhancing Large Language Models for Medical QA with Knowledge Graphs and Ranking Techniques Rui Yang Haoran Liu Edison Marrese-Taylor Qingcheng Zeng Yu He Ke ... Lechao Cheng Qingyu Chen James Caverlee Yutaka Matsuo Irene Z Li LM&MA AI4MH 14 31 0 09 Mar 2024
Understanding and Patching Compositional Reasoning in LLMs Zhaoyi Li Gangwei Jiang Hong Xie Linqi Song Defu Lian Ying Wei LRM 40 20 0 22 Feb 2024
When Do LLMs Need Retrieval Augmentation? Mitigating LLMs' Overconfidence Helps Retrieval Augmentation Shiyu Ni Keping Bi J. Guo Xueqi Cheng RALM 22 31 0 18 Feb 2024
Comparing Hallucination Detection Metrics for Multilingual Generation Haoqiang Kang Terra Blevins Luke Zettlemoyer HILM 24 16 0 16 Feb 2024
SLANG: New Concept Comprehension of Large Language Models Lingrui Mei Shenghua Liu Yiwei Wang Baolong Bi Xueqi Chen KELM 30 2 0 23 Jan 2024
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 315 8,261 0 28 Jan 2022