BiasRV: Uncovering Biased Sentiment Predictions at Runtime

Examining Gender and Race Bias in Two Hundred Sentiment Analysis Systems. In Proceedings of the Seventh Joint Conference on Lexical and Computational Semantics . Association for Computational Linguistics, New Orleans, Louisiana, 43–53

Svetlana Kiritchenko and Saif Mohammad. 2018 · 2005

Earlier work this paper cites.

Astraea: Grammar-based Fairness Testing

Original

Ezekiel Soremekun, Sakshi Udeshi, and Sudipta Chattopadhyay. 2021 · 2010

Earlier work this paper cites.

A System for Real-Time Twitter Sentiment Analysis of 2012 U.S. Presidential Election Cycle. In Proceedings of the ACL 2012 System Demonstrations (Jeju Island, Korea) (ACL ’12) . Association for Computational Linguistics, USA, 115–120

Original

Hao Wang, Dogan Can, Abe Kazemzadeh, François Bar, and Shrikanth Narayanan. 2012 · 2012

Earlier work this paper cites.

Sentiment analysis algorithms and applications: A survey

Walaa Medhat, Ahmed Hassan, and Hoda Korashy. 2014 · 2014

Earlier work this paper cites.

FairTest: Discovering Unwarranted Associations in Data-Driven Applications. In 2017 IEEE European Symposium on Security and Privacy (EuroS P) . 401–416

F. Tramèr, V. Atlidakis, R. Geambasu, D. Hsu, J. Hubaux, M. Humbert, A. Juels, and H. Lin. 2017 · 2017

Earlier work this paper cites.

Themis: Automatically Testing Software for Discrimination. In Proceedings of the 2018 26th ACM Joint Meeting on European Software Engineering Conference and Symposium on the Foundations of Software Engineering (Lake Buena Vista, FL, USA) (ESEC/FSE 2018) . Association for Computing Machinery, New York, NY, USA, 871–875

Rico Angell, Brittany Johnson, Yuriy Brun, and Alexandra Meliou. 2018 · 2018

Earlier work this paper cites.

Automated Directed Fairness Testing. In Proceedings of the 33rd ACM/IEEE International Conference on Automated Software Engineering (Montpellier, France) (ASE 2018) . Association for Computing Machinery, New York, NY, USA, 98–108

Sakshi Udeshi, Pryanshu Arora, and Sudipta Chattopadhyay. 2018 · 2018

Cited alongside, same era.

VyPR2: A Framework for Runtime Verification of Python Web Services. In Tools and Algorithms for the Construction and Analysis of Systems , Tomáš Vojnar and Lijun Zhang (Eds.). Springer International Publishing, Cham, 98–114

Joshua Heneage Dawes, Giles Reger, Giovanni Franzoni, Andreas Pfeiffer, and Giacomo Govi. 2019 · 2019

Cited alongside, same era.

BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding

Original

Jacob Devlin, Ming-Wei Chang, Kenton Lee, and Kristina Toutanova. 2019 · 2019

Cited alongside, same era.

On the Apparent Conflict between Individual and Group Fairness. In Proceedings of the 2020 Conference on Fairness, Accountability, and Transparency (Barcelona, Spain) (FAT* ’20) . Association for Computing Machinery, New York, NY, USA, 514–524

Reducing Sentiment Bias in Language Models via Counterfactual Evaluation. In Findings of the Association for Computational Linguistics: EMNLP 2020 . Association for Computational Linguistics, Online, 65–83

Po-Sen Huang, Huan Zhang, Ray Jiang, Robert Stanforth, Johannes Welbl, Jack Rae, Vishal Maini, Dani Yogatama, and Pushmeet Kohli. 2020 · 2020

Later among the works it cites.

Beneath the Tip of the Iceberg: Current Challenges and New Directions in Sentiment Analysis Research

S. Poria, D. Hazarika, N. Majumder, and R. Mihalcea. 2020 · 2020

Later among the works it cites.

Beyond Accuracy: Behavioral Testing of NLP Models with CheckList. In Proceedings of the 58th Annual Meeting of the Association for Computational Linguistics . Association for Computational Linguistics, Online, 4902–4912

Marco Tulio Ribeiro, Tongshuang Wu, Carlos Guestrin, and Sameer Singh. 2020 · 2020

Later among the works it cites.

BiasFinder: Metamorphic Test Generation to Uncover Bias for Sentiment Analysis Systems

Original

Muhammad Hilmi Asyrofi, Imam Nur Bani Yusuf, Hong Jin Kang, Ferdian Thung, Zhou Yang, and David Lo. 2021 · 2021