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Recent research has demonstrated that large pre-trained language models reflect societal biases expressed in natural language.
RoBERTa: A Robustly Optimized BERT Pretraining Approach
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Treves A, Panzeri S. The Upward Bias in Measures of Information Derived from Limited Data Samples · 1995
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Permutation, Parametric, and Bootstrap Tests of Hypotheses
Good PI · 2004
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AI4Bharat-IndicNLP Corpus: Monolingual Corpora and Word Embeddings for Indic Languages
Kunchukuttan A, Kakwani D, Golla S, C GN, Bhattacharyya A, Khapra MM, Kumar P · 2005
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Measuring and Reducing Gendered Correlations in Pre-trained Models
Webster K, Wang X, Tenney I, Beutel A, Pitler E, Pavlick E, Chen J, Chi E, Petrov S · 2010
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What is new? News media, General Elections, Sentiment, and Named Entities
Ahmad K, Daly N, Liston V · 2011
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Social Media and the Elections
Metaxas PT, Mustafaraj E · 2012
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https://github.com/fannix/Chinese-Sentiment-Lexicon
Xinfan M. Chinese Sentiment Lexicon; 2012 · 2012
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https://github.com/fabelier/tomdesmedt
Fabelier. Tom de Smedt; 2012 · 2012
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Conflict, Criticism, or Confidence: An Empirical Examination of the Gender Gap in Wikipedia Contributions
Collier B, Bear J · 2012
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Translating Government Agencies’ Tweet Feeds: Specificities, Problems and (a few) Solutions
Gotti F, Langlais P, Farzindar A · 2013
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Auto-Encoding Variational Bayes
Kingma DP, Welling M · 2013
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Bravo-Marquez F. EarthQuakeMonitor; 2013 · 2013
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Order of Adjective and Noun
Dryer MS · 2013
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Order of Subject, Object, and Verb
Dryer MS · 2013
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The Baby Boom and Its Causes: What We Know and What We Need to Know
Van Bavel J, Reher DS · 2013
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Sentiment, Emotion, Purpose, and Style in Electoral Tweets
Mohammad SM, Zhu X, Kiritchenko S, Martin J · 2014
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Wikidata: A Free Collaborative Knowledgebase
Vrandečić D, Krötzsch M · 2014
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Augmenting English Adjective Senses with Supersenses
Tsvetkov Y, Schneider N, Hovy D, Bhatia A, Faruqui M, Dyer C · 2014
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https://github.com/hadyelsahar/large-arabic-multidomain-lexicon
Elsahar H. Large Arabic Multidomain Lexicon; 2015 · 2015
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A Spanish Semantic Orientation Approach to Domain Adaptation for Polarity Classification
Dolores Molina-González M, Martínez-Cámara E, Teresa Martín-Valdivia M, Alfonso Ureña López L · 2015
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Figueroa JC. Sentiment Analysis Spanish; 2015 · 2015
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Adam: A Method for Stochastic Optimization
Kingma DP, Ba J · 2015
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Social media and political discussion: when online presence silences offline conversation
Hampton KN, Shin I, Lu W · 2016
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Learning deep structured semantic models for web search using clickthrough data
Huang PS, He X, Gao J, Deng L, Acero A, Heck L · 2016
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A Dataset for Detecting Stance in Tweets
Mohammad SM, Kiritchenko S, Sobhani P, Zhu X, Cherry C · 2016
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Google’s Neural Machine Translation System: Bridging the Gap between Human and Machine Translation
Wu Y, Schuster M, Chen Z, Le QV, Norouzi M, Macherey W, Krikun M, Cao Y, Gao Q, Macherey K, Klingner J, Shah A, Johnson M, Liu X, Kaiser L, Gouws S, Kato Y, Kudo T, Kazawa H, Stevens K, Kurian G, Patil N, Wang W, Young C, Smith JR, Riesa J, Rudnick A, Vinyals O, Corrado GS, Hughes M, Dean J · 2016
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Creating a General Russian Sentiment Lexicon
Loukachevitch N, Levchik A · 2016
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Available from: https://data.mendeley.com/datasets/mnt3zwxmyn/2
Desai N. Hindi language - bag of words - sentiment analysis. 2016 · 2016
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Political Effects of the Internet and Social Media
Zhuravskaya E, Petrova M, Enikolopov R · 2020
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A Primer in BERTology: What We Know About How BERT Works
Rogers A, Kovaleva O, Rumshisky A · 2020
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‘‘You are grounded!’’: Latent Name Artifacts in Pre-trained Language Models
Shwartz V, Rudinger R, Tafjord O · 2020
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CrowS-Pairs: A Challenge Dataset for Measuring Social Biases in Masked Language Models
Nangia N, Vania C, Bhalerao R, Bowman SR · 2020
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Monolingual and Multilingual Reduction of Gender Bias in Contextualized Representations
Liang S, Dufter P, Schütze H · 2020
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Investigating Gender Bias in Language Models Using Causal Mediation Analysis
Vig J, Gehrmann S, Belinkov Y, Qian S, Nevo D, Singer Y, Shieber S · 2020
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Available from: https://github.com/smadha/SarcasmDetector
Sharan M. Sarcasm Detector; 2016 · 2016
Cited alongside, same era.
Sentiment Classification with Convolutional Neural Networks: An Experimental Study on a Large-Scale Chinese Conversation Corpus
Zhang L, Chen C · 2016
Cited alongside, same era.
Stance and Sentiment in Tweets
Mohammad SM, Sobhani P, Kiritchenko S · 2017
Cited alongside, same era.
FEEL: A French Expanded Emotion Lexicon
Abdaoui A, Azé J, Bringay S, Poncelet P · 2017
Cited alongside, same era.
RtGender: A Corpus for Studying Differential Responses to Gender
Voigt R, Jurgens D, Prabhakaran V, Jurafsky D, Tsvetkov Y · 2018
Cited alongside, same era.
BabelSenticNet: A Commonsense Reasoning Framework for Multilingual Sentiment Analysis
Vilares D, Peng H, Satapathy R, Cambria E · 2018
Cited alongside, same era.
NTUSD-Fin: A Market Sentiment Dictionary for Financial Social Media Data Applications
Chen CC, Huang HH, Chen HH · 2018
Cited alongside, same era.
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Language Models are Few-Shot Learners
Brown T, Mann B, Ryder N, Subbiah M, Kaplan JD, Dhariwal P, Neelakantan A, Sastry G, Askell A, Agarwal S, Herbert-Voss A, Krueger G, Henighan T, Child R, Ramesh A, Ziegler D, Wu J, Winter C, Hesse C, Chen M, Sigler E, Litwin M, Gray S, Chess B, Clark J, Berner C, McCandlish S, Radford A, Sutskever I, Amodei D · 2020
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Unsupervised Cross-lingual Representation Learning at Scale
Conneau A, Khandelwal K, Goyal N, Chaudhary V, Wenzek G, Guzmán F, Grave E, Ott M, Zettlemoyer L, Veselin S · 2020
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BERTweet: A pre-trained language model for English Tweets
Nguyen DQ, Vu T, Tuan Nguyen A · 2020
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ALBERT: A Lite BERT for Self-supervised Learning of Language Representations
Lan Z, Chen M, Goodman S, Gimpel K, Sharma P, Soricut R · 2020
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Multi-Dimensional Gender Bias Classification
Dinan E, Fan A, Wu L, Westin J, Kiela D, Williams A · 2020
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UniSent: Universal Adaptable Sentiment Lexica for 1000+ Languages
Asgari E, Braune F, Roth B, Ringlstetter C, Mofrad M · 2020
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In Proceedings of the 58th Annual Meeting of the Association for Computational Linguistics. Online: Association for Computational Linguistics. 2020;5454–5476
Blodgett SL, Barocas S, Daumé III H, Wallach H. NLP · 2020
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Available from: https://github.com/TheophileBlard/french-sentiment-analysis-with-bert
Blard T. French sentiment analysis with BERT; 2020 · 2020
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On the Dangers of Stochastic Parrots: Can Language Models Be Too Big?
Bender EM, Gebru T, McMillan-Major A, Shmitchell S · 2021
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StereoSet: Measuring stereotypical bias in pretrained language models
Nadeem M, Bethke A, Reddy S · 2021
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A Survey on Gender Bias in Natural Language Processing
Stańczak K, Augenstein I · 2021
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It’s a Man’s Wikipedia? Assessing Gender Inequality in an Online Encyclopedia
Wagner C, Garcia D, Jadidi M, Strohmaier M · 2021
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Gender Bias in Masked Language Models for Multiple Languages
Kaneko M, Imankulova A, Bollegala D, Okazaki N · 2022
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French CrowS-Pairs: Extending a challenge dataset for measuring social bias in masked language models to a language other than English
Névéol A, Dupont Y, Bezançon J, Fort K · 2022
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PaLM: Scaling Language Modeling with Pathways
Chowdhery A, Narang S, Devlin J, Bosma M, Mishra G, Roberts A, Barham P, Chung HW, Sutton C, Gehrmann S, Schuh P, Shi K, Tsvyashchenko S, Maynez J, Rao A, Barnes P, Tay Y, Shazeer N, Prabhakaran V, Reif E, Du N, Hutchinson B, Pope R, Bradbury J, Austin J, Isard M, Gur-Ari G, Yin P, Duke T, Levskaya A, Ghemawat S, Dev S, Michalewski H, Garcia X, Misra V, Robinson K, Fedus L, Zhou D, Ippolito D, Luan D, Lim H, Zoph B, Spiridonov A, Sepassi R, Dohan D, Agrawal S, Omernick M, Dai AM, Pillai TS, Pellat M, Lewkowycz A, Moreira E, Child R, Polozov O, Lee K, Zhou Z, Wang X, Saeta B, Diaz M, Firat O, Catasta M, Wei J, Meier-Hellstern K, Eck D, Dean J, Petrov S, Fiedel N · 2022
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Exposing the Implicit Energy Networks behind Masked Language Models via Metropolis–Hastings
Goyal K, Dyer C, Berg-Kirkpatrick T · 2022
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Measuring Gender Bias in West Slavic Language Models
Martinková S, Stańczak Karolina, Augenstein I · 2023
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Amini A, Pimentel T, Meister C, Cotterell R
2023
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2023
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Posterior Regularization for Structured Latent Variable Models
Ganchev K, Graça Ja, Gillenwater J, Taskar B · 2049
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Building Sentiment Lexicons for All Major Languages
Chen Y, Skiena S · 2063
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