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Enhancing Contextual Understanding in Large Language Models through
  Contrastive Decoding

Enhancing Contextual Understanding in Large Language Models through Contrastive Decoding

4 May 2024
Zheng Zhao
Emilio Monti
Jens Lehmann
H. Assem
ArXivPDFHTML

Papers citing "Enhancing Contextual Understanding in Large Language Models through Contrastive Decoding"

6 / 6 papers shown
Title
Reimagining Urban Science: Scaling Causal Inference with Large Language Models
Reimagining Urban Science: Scaling Causal Inference with Large Language Models
Yutong Xia
Ao Qu
Yunhan Zheng
Yihong Tang
Dingyi Zhuang
...
Cathy Wu
R. Zimmermann
Lijun Sun
Roger Zimmermann
Jinhua Zhao
AI4CE
35
0
0
15 Apr 2025
VaLiD: Mitigating the Hallucination of Large Vision Language Models by Visual Layer Fusion Contrastive Decoding
VaLiD: Mitigating the Hallucination of Large Vision Language Models by Visual Layer Fusion Contrastive Decoding
Jiaqi Wang
Yifei Gao
Jitao Sang
MLLM
88
2
0
24 Nov 2024
AdaCAD: Adaptively Decoding to Balance Conflicts between Contextual and Parametric Knowledge
AdaCAD: Adaptively Decoding to Balance Conflicts between Contextual and Parametric Knowledge
Han Wang
Archiki Prasad
Elias Stengel-Eskin
Mohit Bansal
61
5
0
11 Sep 2024
Con-ReCall: Detecting Pre-training Data in LLMs via Contrastive Decoding
Con-ReCall: Detecting Pre-training Data in LLMs via Contrastive Decoding
Cheng Wang
Yiwei Wang
Bryan Hooi
Yujun Cai
Nanyun Peng
Kai-Wei Chang
29
2
0
05 Sep 2024
Training Language Models with Memory Augmentation
Training Language Models with Memory Augmentation
Zexuan Zhong
Tao Lei
Danqi Chen
RALM
218
126
0
25 May 2022
Entity-Based Knowledge Conflicts in Question Answering
Entity-Based Knowledge Conflicts in Question Answering
Shayne Longpre
Kartik Perisetla
Anthony Chen
Nikhil Ramesh
Chris DuBois
Sameer Singh
HILM
230
177
0
10 Sep 2021
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