Source Echo Chamber: Exploring the Escalation of Source Bias in User,
Data, and Recommender System Feedback Loop

Source Echo Chamber: Exploring the Escalation of Source Bias in User, Data, and Recommender System Feedback Loop

28 May 2024

Liang Pang

Jun Xu

Papers citing "Source Echo Chamber: Exploring the Escalation of Source Bias in User, Data, and Recommender System Feedback Loop"

5 / 5 papers shown

Title
LLM-Generated Fake News Induces Truth Decay in News Ecosystem: A Case Study on Neural News Recommendation Beizhe Hu Qiang Sheng Juan Cao Yang Li Danding Wang 48 0 0 28 Apr 2025
Perplexity Trap: PLM-Based Retrievers Overrate Low Perplexity Documents Haoyu Wang Sunhao Dai Haiyuan Zhao Liang Pang Xiao Zhang Gang Wang Zhenhua Dong Jun Xu Ji-Rong Wen 54 1 0 11 Mar 2025
Bias Amplification: Large Language Models as Increasingly Biased Media Ze Wang Zekun Wu Jeremy Zhang Navya Jain Xin Guan Skylar Lu Saloni Gupta Adriano Soares Koshiyama 37 0 0 19 Oct 2024
Cocktail: A Comprehensive Information Retrieval Benchmark with LLM-Generated Documents Integration Sunhao Dai Weihao Liu Yuqi Zhou Liang Pang Rongju Ruan Gang Wang Zhenhua Dong Jun Xu Jirong Wen 37 7 0 26 May 2024
Search-in-the-Chain: Interactively Enhancing Large Language Models with Search for Knowledge-intensive Tasks Shicheng Xu Liang Pang Huawei Shen Xueqi Cheng Tat-Seng Chua RALM KELM LRM 27 37 0 28 Apr 2023