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2402.11893
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Discerning and Resolving Knowledge Conflicts through Adaptive Decoding with Contextual Information-Entropy Constraint
19 February 2024
Xiaowei Yuan
Zhao Yang
Yequan Wang
Shengping Liu
Jun Zhao
Kang Liu
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Papers citing
"Discerning and Resolving Knowledge Conflicts through Adaptive Decoding with Contextual Information-Entropy Constraint"
17 / 17 papers shown
Probing Latent Knowledge Conflict for Faithful Retrieval-Augmented Generation
Linfeng Gao
Baolong Bi
Zheng Yuan
Le Wang
Zerui Chen
Zhimin Wei
Shenghua Liu
Qinggang Zhang
Jinsong Su
RALM
200
0
0
14 Oct 2025
HAVE: Head-Adaptive Gating and ValuE Calibration for Hallucination Mitigation in Large Language Models
Xin Tong
Zhi Lin
Jingya Wang
Bo Jin
100
0
0
08 Sep 2025
Continuously Steering LLMs Sensitivity to Contextual Knowledge with Proxy Models
Yilin Wang
Heng Wang
Yuyang Bai
Minnan Luo
KELM
302
2
0
27 Aug 2025
CoCoA: Confidence and Context-Aware Adaptive Decoding for Resolving Knowledge Conflicts in Large Language Models
Anant Khandelwal
Manish Gupta
Puneet Agrawal
193
1
0
25 Aug 2025
Conflict-Aware Soft Prompting for Retrieval-Augmented Generation
Eunseong Choi
June Park
Hyeri Lee
Jongwuk Lee
RALM
152
0
0
21 Aug 2025
Deep Research: A Survey of Autonomous Research Agents
Wenlin Zhang
Xiaopeng Li
Yingyi Zhang
Pengyue Jia
Yichao Wang
Huifeng Guo
Yong Liu
Xiangyu Zhao
LLMAG
112
11
0
18 Aug 2025
Format as a Prior: Quantifying and Analyzing Bias in LLMs for Heterogeneous Data
Jiacheng Liu
Mayi Xu
Qiankun Pi
Wenli Li
Ming Zhong
Yuanyuan Zhu
Mengchi Liu
T. Qian
151
1
0
13 Aug 2025
Can LLMs Reconcile Knowledge Conflicts in Counterfactual Reasoning
Khurram Yamin
Gaurav R. Ghosal
Bryan Wilder
LRM
247
3
0
15 Jun 2025
FaithfulRAG: Fact-Level Conflict Modeling for Context-Faithful Retrieval-Augmented Generation
Annual Meeting of the Association for Computational Linguistics (ACL), 2025
Qinggang Zhang
Zhishang Xiang
Yilin Xiao
Le Wang
Junhui Li
Xinrun Wang
Jinsong Su
235
9
0
10 Jun 2025
Stochastic Chameleons: Irrelevant Context Hallucinations Reveal Class-Based (Mis)Generalization in LLMs
Annual Meeting of the Association for Computational Linguistics (ACL), 2025
Ziling Cheng
Meng Cao
Marc-Antoine Rondeau
Jackie Chi Kit Cheung
LRM
291
1
0
28 May 2025
CUB: Benchmarking Context Utilisation Techniques for Language Models
Lovisa Hagström
Youna Kim
Haeun Yu
Sang-goo Lee
Richard Johansson
Hyunsoo Cho
Isabelle Augenstein
246
2
0
22 May 2025
Exploiting Contextual Knowledge in LLMs through V-usable Information based Layer Enhancement
Annual Meeting of the Association for Computational Linguistics (ACL), 2025
Xiaowei Yuan
Zhao Yang
Ziyang Huang
Yucheng Wang
Siqi Fan
Yiming Ju
Jun Zhao
Kang Liu
203
2
0
22 Apr 2025
Taming Knowledge Conflicts in Language Models
Gaotang Li
Yuzhong Chen
Hanghang Tong
KELM
427
11
0
14 Mar 2025
ParamMute: Suppressing Knowledge-Critical FFNs for Faithful Retrieval-Augmented Generation
Pengcheng Huang
Zhenghao Liu
Shi Yu
Xiaoyuan Yi
Hao Chen
...
Maosong Sun
Tong Xiao
Ge Yu
Ge Yu
Chenyan Xiong
481
2
0
21 Feb 2025
Dynamic Attention-Guided Context Decoding for Mitigating Context Faithfulness Hallucinations in Large Language Models
Annual Meeting of the Association for Computational Linguistics (ACL), 2025
Yanwen Huang
Yong Zhang
Ning Cheng
Zhitao Li
Shaojun Wang
Jing Xiao
459
4
0
02 Jan 2025
Semantic Image Inversion and Editing using Rectified Stochastic Differential Equations
International Conference on Learning Representations (ICLR), 2024
Litu Rout
Yujia Chen
Nataniel Ruiz
Constantine Caramanis
Sanjay Shakkottai
Wen-Sheng Chu
DiffM
205
0
0
14 Oct 2024
AdaCAD: Adaptively Decoding to Balance Conflicts between Contextual and Parametric Knowledge
North American Chapter of the Association for Computational Linguistics (NAACL), 2024
Han Wang
Archiki Prasad
Elias Stengel-Eskin
Joey Tianyi Zhou
475
18
0
11 Sep 2024
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