Debiasing Pre-trained Contextualised Embeddings

23 January 2021

Papers citing "Debiasing Pre-trained Contextualised Embeddings"

32 / 32 papers shown

Title
Gender Encoding Patterns in Pretrained Language Model Representations Mahdi Zakizadeh Mohammad Taher Pilehvar 48 0 0 09 Mar 2025
Causality Is Key to Understand and Balance Multiple Goals in Trustworthy ML and Foundation Models Ruta Binkyte Ivaxi Sheth Zhijing Jin Mohammad Havaei Bernhard Schölkopf Mario Fritz 134 0 0 28 Feb 2025
News Without Borders: Domain Adaptation of Multilingual Sentence Embeddings for Cross-lingual News Recommendation Andreea Iana Fabian David Schmidt Goran Glavas Heiko Paulheim 71 3 0 20 Jan 2025
Foundation Models at Work: Fine-Tuning for Fairness in Algorithmic Hiring Buse Sibel Korkmaz Rahul Nair Elizabeth M. Daly Evangelos Anagnostopoulos Christos Varytimidis Antonio del Rio Chanona 40 0 0 13 Jan 2025
Collapsed Language Models Promote Fairness Jingxuan Xu Wuyang Chen Linyi Li Yao Zhao Yunchao Wei 44 0 0 06 Oct 2024
Explanation Bottleneck Models Shinýa Yamaguchi Kosuke Nishida LRM BDL 51 1 0 26 Sep 2024
Exploring Safety-Utility Trade-Offs in Personalized Language Models Anvesh Rao Vijjini Somnath Basu Roy Chowdhury Snigdha Chaturvedi 51 6 0 17 Jun 2024
Hire Me or Not? Examining Language Model's Behavior with Occupation Attributes Damin Zhang Yi Zhang Geetanjali Bihani Julia Taylor Rayz 53 2 0 06 May 2024
REQUAL-LM: Reliability and Equity through Aggregation in Large Language Models Sana Ebrahimi N. Shahbazi Abolfazl Asudeh 34 1 0 17 Apr 2024
LLM-Assisted Content Conditional Debiasing for Fair Text Embedding Wenlong Deng Blair Chen Beidi Zhao Chiyu Zhang Xiaoxiao Li Christos Thrampoulidis 35 0 0 22 Feb 2024
Prompt-Based Bias Calibration for Better Zero/Few-Shot Learning of Language Models Kang He Yinghan Long Kaushik Roy 28 2 0 15 Feb 2024
Evaluating Gender Bias in Large Language Models via Chain-of-Thought Prompting Masahiro Kaneko Danushka Bollegala Naoaki Okazaki Timothy Baldwin LRM 34 27 0 28 Jan 2024
Quantifying Stereotypes in Language Yang Liu 38 1 0 28 Jan 2024
OpinionGPT: Modelling Explicit Biases in Instruction-Tuned LLMs Patrick Haller Ansar Aynetdinov A. Akbik 33 24 0 07 Sep 2023
A Survey on Fairness in Large Language Models Yingji Li Mengnan Du Rui Song Xin Wang Ying Wang ALM 52 59 0 20 Aug 2023
An Empirical Analysis of Parameter-Efficient Methods for Debiasing Pre-Trained Language Models Zhongbin Xie Thomas Lukasiewicz 26 12 0 06 Jun 2023
An Efficient Multilingual Language Model Compression through Vocabulary Trimming Asahi Ushio Yi Zhou Jose Camacho-Collados 41 7 0 24 May 2023
A Trip Towards Fairness: Bias and De-Biasing in Large Language Models Leonardo Ranaldi Elena Sofia Ruzzetti Davide Venditti Dario Onorati Fabio Massimo Zanzotto 35 34 0 23 May 2023
Solving NLP Problems through Human-System Collaboration: A Discussion-based Approach Masahiro Kaneko Graham Neubig Naoaki Okazaki 36 6 0 19 May 2023
Choose Your Lenses: Flaws in Gender Bias Evaluation Hadas Orgad Yonatan Belinkov 27 35 0 20 Oct 2022
Log-linear Guardedness and its Implications Shauli Ravfogel Yoav Goldberg Ryan Cotterell 28 2 0 18 Oct 2022
Debiasing isn't enough! -- On the Effectiveness of Debiasing MLMs and their Social Biases in Downstream Tasks Masahiro Kaneko Danushka Bollegala Naoaki Okazaki 23 41 0 06 Oct 2022
Assessing the Limits of the Distributional Hypothesis in Semantic Spaces: Trait-based Relational Knowledge and the Impact of Co-occurrences Mark Anderson Jose Camacho-Collados 32 0 0 16 May 2022
Learning to Split for Automatic Bias Detection Yujia Bao Regina Barzilay 17 20 0 28 Apr 2022
Sense Embeddings are also Biased--Evaluating Social Biases in Static and Contextualised Sense Embeddings Yi Zhou Masahiro Kaneko Danushka Bollegala 29 23 0 14 Mar 2022
Speciesist Language and Nonhuman Animal Bias in English Masked Language Models Masashi Takeshita Rafal Rzepka K. Araki 24 6 0 10 Mar 2022
Linear Adversarial Concept Erasure Shauli Ravfogel Michael Twiton Yoav Goldberg Ryan Cotterell KELM 81 57 0 28 Jan 2022
A Survey on Gender Bias in Natural Language Processing Karolina Stañczak Isabelle Augenstein 30 109 0 28 Dec 2021
An Empirical Survey of the Effectiveness of Debiasing Techniques for Pre-trained Language Models Nicholas Meade Elinor Poole-Dayan Siva Reddy 22 123 0 16 Oct 2021
Sustainable Modular Debiasing of Language Models Anne Lauscher Tobias Lüken Goran Glavas 55 120 0 08 Sep 2021
GLUE: A Multi-Task Benchmark and Analysis Platform for Natural Language Understanding Alex Jinpeng Wang Amanpreet Singh Julian Michael Felix Hill Omer Levy Samuel R. Bowman ELM 297 6,959 0 20 Apr 2018
Efficient Estimation of Word Representations in Vector Space Tomáš Mikolov Kai Chen G. Corrado J. Dean 3DV 245 31,257 0 16 Jan 2013