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Do Neural Ranking Models Intensify Gender Bias?

1 May 2020

Papers citing "Do Neural Ranking Models Intensify Gender Bias?"

23 / 23 papers shown

Title
Mitigating Bias in RAG: Controlling the Embedder Taeyoun Kim Jacob Mitchell Springer Aditi Raghunathan Maarten Sap 104 2 0 24 Feb 2025
Does RAG Introduce Unfairness in LLMs? Evaluating Fairness in Retrieval-Augmented Generation Systems Xuyang Wu Shuowei Li Hsin-Tai Wu Zhiqiang Tao Yi Fang 252 14 0 29 Sep 2024
Deconstructing The Ethics of Large Language Models from Long-standing Issues to New-emerging Dilemmas Chengyuan Deng Yiqun Duan Xin Jin Heng Chang Yijun Tian ... Kuofeng Gao Sihong He Jun Zhuang Lu Cheng Haohan Wang AILaw 90 24 0 08 Jun 2024
Measuring and Addressing Indexical Bias in Information Retrieval Caleb Ziems William B. Held Jane Dwivedi-Yu Diyi Yang 64 3 0 06 Jun 2024
Revisiting The Classics: A Study on Identifying and Rectifying Gender Stereotypes in Rhymes and Poems Aditya Narayan Sankaran Vigneshwaran Shankaran Sampath Lonka Rajesh Sharma 60 0 0 18 Mar 2024
Measuring Bias in a Ranked List using Term-based Representations Amin Abolghasemi Leif Azzopardi Arian Askari Maarten de Rijke Suzan Verberne 82 7 0 09 Mar 2024
MultiContrievers: Analysis of Dense Retrieval Representations Seraphina Goldfarb-Tarrant Pedro Rodriguez Jane Dwivedi-Yu Patrick Lewis 123 1 0 24 Feb 2024
Effective Controllable Bias Mitigation for Classification and Retrieval using Gate Adapters Shahed Masoudian Cornelia Volaucnik Markus Schedl Navid Rekabsaz 73 6 0 29 Jan 2024
EALM: Introducing Multidimensional Ethical Alignment in Conversational Information Retrieval Yiyao Yu Junjie Wang Yuxiang Zhang Lin Zhang Yujiu Yang Tetsuya Sakai 74 1 0 02 Oct 2023
Bias and Fairness in Large Language Models: A Survey Isabel O. Gallegos Ryan Rossi Joe Barrow Md Mehrab Tanjim Sungchul Kim Franck Dernoncourt Tong Yu Ruiyi Zhang Nesreen Ahmed AILaw 140 609 0 02 Sep 2023
Leveraging Domain Knowledge for Inclusive and Bias-aware Humanitarian Response Entry Classification Nicolò Tamagnone Selim Fekih Ximena Contla Nayid Orozco Navid Rekabsaz 30 4 0 26 May 2023
Parameter-efficient Modularised Bias Mitigation via AdapterFusion Deepak Kumar Oleg Lesota George Zerveas Daniel Cohen Carsten Eickhoff Markus Schedl Navid Rekabsaz MoMe KELM 75 28 0 13 Feb 2023
HumSet: Dataset of Multilingual Information Extraction and Classification for Humanitarian Crisis Response Selim Fekih Nicolò Tamagnone Benjamin Minixhofer R. Shrestha Ximena Contla Ewan Oglethorpe Navid Rekabsaz 48 6 0 10 Oct 2022
Debiasing Gender Bias in Information Retrieval Models Dhanasekar Sundararaman Vivek Subramanian 47 2 0 02 Aug 2022
Unlearning Protected User Attributes in Recommendations with Adversarial Training Christian Ganhor D. Penz Navid Rekabsaz Oleg Lesota Markus Schedl FaML MU 53 42 0 09 Jun 2022
Modular and On-demand Bias Mitigation with Attribute-Removal Subnetworks Lukas Hauzenberger Shahed Masoudian Deepak Kumar Markus Schedl Navid Rekabsaz 82 18 0 30 May 2022
Debiasing Neural Retrieval via In-batch Balancing Regularization Yuantong Li Xiaokai Wei Zijian Wang Shen Wang Parminder Bhatia Xiaofei Ma Andrew O. Arnold 49 4 0 18 May 2022
Artificial Concepts of Artificial Intelligence: Institutional Compliance and Resistance in AI Startups Amy A. Winecoff E. A. Watkins 93 18 0 02 Mar 2022
CODER: An efficient framework for improving retrieval through COntextual Document Embedding Reranking George Zerveas Navid Rekabsaz Daniel Cohen Carsten Eickhoff 84 8 0 16 Dec 2021
WECHSEL: Effective initialization of subword embeddings for cross-lingual transfer of monolingual language models Benjamin Minixhofer Fabian Paischer Navid Rekabsaz 109 85 0 13 Dec 2021
Societal Biases in Retrieved Contents: Measurement Framework and Adversarial Mitigation for BERT Rankers Navid Rekabsaz Simone Kopeinik Markus Schedl 83 63 0 28 Apr 2021
Mitigating the Position Bias of Transformer Models in Passage Re-Ranking Sebastian Hofstatter Aldo Lipani Sophia Althammer Markus Zlabinger Allan Hanbury 128 17 0 18 Jan 2021
Investigating Societal Biases in a Poetry Composition System Emily Sheng David C. Uthus 83 53 0 05 Nov 2020