A General Framework for Implicit and Explicit Debiasing of Distributional Word Vector Spaces

13 September 2019

Anne Lauscher

Goran Glavaš

Simone Paolo Ponzetto

Ivan Vulić

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Papers citing "A General Framework for Implicit and Explicit Debiasing of Distributional Word Vector Spaces"

27 / 27 papers shown

Title
Are We Consistently Biased? Multidimensional Analysis of Biases in Distributional Word Vectors Anne Lauscher Goran Glavaš 65 55 0 26 Apr 2019
Gender Bias in Contextualized Word Embeddings Jieyu Zhao Tianlu Wang Mark Yatskar Ryan Cotterell Vicente Ordonez Kai-Wei Chang FaML 115 419 0 05 Apr 2019
Black is to Criminal as Caucasian is to Police: Detecting and Removing Multiclass Bias in Word Embeddings Thomas Manzini Y. Lim Yulia Tsvetkov A. Black FaML 83 307 0 03 Apr 2019
Lipstick on a Pig: Debiasing Methods Cover up Systematic Gender Biases in Word Embeddings But do not Remove Them Hila Gonen Yoav Goldberg 100 571 0 09 Mar 2019
How to (Properly) Evaluate Cross-Lingual Word Embeddings: On Strong Baselines, Comparative Analyses, and Some Misconceptions Goran Glavaš Robert Litschko Sebastian Ruder Ivan Vulić ELM 62 183 0 01 Feb 2019
Attenuating Bias in Word Vectors Sunipa Dev J. M. Phillips FaML 70 151 0 23 Jan 2019
Adversarial Propagation and Zero-Shot Cross-Lingual Transfer of Word Vector Specialization Edoardo Ponti Ivan Vulić Goran Glavaš N. Mrksic Anna Korhonen VLM 52 47 0 11 Sep 2018
Gromov-Wasserstein Alignment of Word Embedding Spaces David Alvarez-Melis Tommi Jaakkola OT 54 328 0 31 Aug 2018
Learning Gender-Neutral Word Embeddings Jieyu Zhao Yichao Zhou Zeyu Li Wei Wang Kai-Wei Chang FaML 94 412 0 29 Aug 2018
Reducing Gender Bias in Abusive Language Detection Ji Ho Park Jamin Shin Pascale Fung FaML 51 340 0 22 Aug 2018
A robust self-learning method for fully unsupervised cross-lingual mappings of word embeddings Mikel Artetxe Gorka Labaka Eneko Agirre SSL 65 590 0 16 May 2018
Post-Specialisation: Retrofitting Vectors of Words Unseen in Lexical Resources Ivan Vulić Goran Glavaš N. Mrksic Anna Korhonen 72 44 0 08 May 2018
Gender Bias in Coreference Resolution Rachel Rudinger Jason Naradowsky Brian Leonard Benjamin Van Durme 63 641 0 25 Apr 2018
Gender Bias in Coreference Resolution: Evaluation and Debiasing Methods Jieyu Zhao Tianlu Wang Mark Yatskar Vicente Ordonez Kai-Wei Chang 117 933 0 18 Apr 2018
Deep contextualized word representations Matthew E. Peters Mark Neumann Mohit Iyyer Matt Gardner Christopher Clark Kenton Lee Luke Zettlemoyer NAI 206 11,549 0 15 Feb 2018
Non-Adversarial Unsupervised Word Translation Yedid Hoshen Lior Wolf 63 119 0 18 Jan 2018
Word Embeddings Quantify 100 Years of Gender and Ethnic Stereotypes Nikhil Garg L. Schiebinger Dan Jurafsky James Zou AI4TS 69 963 0 22 Nov 2017
Word Translation Without Parallel Data Alexis Conneau Guillaume Lample MarcÁurelio Ranzato Ludovic Denoyer Hervé Jégou 287 1,657 0 11 Oct 2017
Men Also Like Shopping: Reducing Gender Bias Amplification using Corpus-level Constraints Jieyu Zhao Tianlu Wang Mark Yatskar Vicente Ordonez Kai-Wei Chang FaML 90 970 0 29 Jul 2017
A Survey Of Cross-lingual Word Embedding Models Sebastian Ruder Ivan Vulić Anders Søgaard 82 531 0 15 Jun 2017
Semantic Specialisation of Distributional Word Vector Spaces using Monolingual and Cross-Lingual Constraints N. Mrksic Ivan Vulić Diarmuid Ó Séaghdha Ira Leviant Roi Reichart Milica Gasic Anna Korhonen S. Young 100 224 0 01 Jun 2017
Offline bilingual word vectors, orthogonal transformations and the inverted softmax Samuel L. Smith David H. P. Turban Steven Hamblin Nils Y. Hammerla OffRL 63 536 0 13 Feb 2017
Semantics derived automatically from language corpora contain human-like biases Aylin Caliskan J. Bryson Arvind Narayanan 213 2,667 0 25 Aug 2016
Man is to Computer Programmer as Woman is to Homemaker? Debiasing Word Embeddings Tolga Bolukbasi Kai-Wei Chang James Zou Venkatesh Saligrama Adam Kalai CVBM FaML 110 3,135 0 21 Jul 2016
Enriching Word Vectors with Subword Information Piotr Bojanowski Edouard Grave Armand Joulin Tomas Mikolov NAI SSL VLM 229 9,966 0 15 Jul 2016
SimLex-999: Evaluating Semantic Models with (Genuine) Similarity Estimation Felix Hill Roi Reichart Anna Korhonen 101 1,303 0 15 Aug 2014
Distributed Representations of Words and Phrases and their Compositionality Tomas Mikolov Ilya Sutskever Kai Chen G. Corrado J. Dean NAI OCL 394 33,521 0 16 Oct 2013