Predictive Biases in Natural Language Processing Models: A Conceptual Framework and Overview

9 November 2019

Papers citing "Predictive Biases in Natural Language Processing Models: A Conceptual Framework and Overview"

50 / 59 papers shown

Title
Position: Model Collapse Does Not Mean What You Think Rylan Schaeffer Joshua Kazdan Alvan Caleb Arulandu Sanmi Koyejo 80 0 0 05 Mar 2025
The Call for Socially Aware Language Technologies Diyi Yang Dirk Hovy David Jurgens Barbara Plank VLM 68 11 0 24 Feb 2025
Orbit: A Framework for Designing and Evaluating Multi-objective Rankers Chenyang Yang Tesi Xiao Michael Shavlovsky Christian Kastner Tongshuang Wu 44 0 0 07 Nov 2024
Large Language Models(LLMs) on Tabular Data: Prediction, Generation, and Understanding -- A Survey Xi Fang Weijie Xu Fiona Anting Tan Jiani Zhang Ziqing Hu Yanjun Qi Scott Nickleach Diego Socolinsky Srinivasan H. Sengamedu Christos Faloutsos LMTD ALM 59 66 0 27 Feb 2024
Beyond Testers' Biases: Guiding Model Testing with Knowledge Bases using LLMs Chenyang Yang Rishabh Rustogi Rachel A. Brower-Sinning Grace A. Lewis Christian Kastner Tongshuang Wu KELM 40 12 0 14 Oct 2023
Thesis Distillation: Investigating The Impact of Bias in NLP Models on Hate Speech Detection Fatma Elsafoury 29 3 0 31 Aug 2023
A Survey on Fairness in Large Language Models Yingji Li Mengnan Du Rui Song Xin Wang Ying Wang ALM 57 60 0 20 Aug 2023
Adding guardrails to advanced chatbots Yanchen Wang Lisa Singh AI4MH 23 7 0 13 Jun 2023
Psychological Metrics for Dialog System Evaluation Salvatore Giorgi Shreya Havaldar Farhan S. Ahmed Zuhaib Akhtar Shalaka Vaidya Gary Pan Pallavi V. Kulkarni H. Andrew Schwartz Joao Sedoc 24 2 0 24 May 2023
On the Origins of Bias in NLP through the Lens of the Jim Code Fatma Elsafoury Gavin Abercrombie 47 4 0 16 May 2023
In-Depth Look at Word Filling Societal Bias Measures Matúš Pikuliak Ivana Benová Viktor Bachratý 29 9 0 24 Feb 2023
Why Can't Discourse Parsing Generalize? A Thorough Investigation of the Impact of Data Diversity Yang Liu Amir Zeldes 8 18 0 13 Feb 2023
Trustworthy Social Bias Measurement Rishi Bommasani Percy Liang 34 10 0 20 Dec 2022
Can Current Task-oriented Dialogue Models Automate Real-world Scenarios in the Wild? Sang-Woo Lee Sungdong Kim Donghyeon Ko Dong-hyun Ham Youngki Hong ... Wangkyo Jung Kyunghyun Cho Donghyun Kwak H. Noh W. Park 51 1 0 20 Dec 2022
Capabilities for Better ML Engineering Chenyang Yang Rachel A. Brower-Sinning Grace A. Lewis Christian Kastner Tongshuang Wu 29 3 0 11 Nov 2022
SocioProbe: What, When, and Where Language Models Learn about Sociodemographics Anne Lauscher Federico Bianchi Samuel R. Bowman Dirk Hovy 40 7 0 08 Nov 2022
No Word Embedding Model Is Perfect: Evaluating the Representation Accuracy for Social Bias in the Media Maximilian Spliethover Maximilian Keiff Henning Wachsmuth 26 4 0 07 Nov 2022
Towards Procedural Fairness: Uncovering Biases in How a Toxic Language Classifier Uses Sentiment Information I. Nejadgholi Esma Balkir Kathleen C. Fraser S. Kiritchenko 40 3 0 19 Oct 2022
The Lifecycle of "Facts": A Survey of Social Bias in Knowledge Graphs Angelie Kraft Ricardo Usbeck KELM 37 9 0 07 Oct 2022
Controllable Text Generation for Open-Domain Creativity and Fairness Nanyun Peng 23 6 0 24 Sep 2022
Towards Trustworthy AI-Empowered Real-Time Bidding for Online Advertisement Auctioning Xiaoli Tang Han Yu 50 5 0 21 Sep 2022
Why So Toxic? Measuring and Triggering Toxic Behavior in Open-Domain Chatbots Waiman Si Michael Backes Jeremy Blackburn Emiliano De Cristofaro Gianluca Stringhini Savvas Zannettou Yang Zhang 41 58 0 07 Sep 2022
Large scale analysis of gender bias and sexism in song lyrics L. Betti Carlo Abrate Andreas Kaltenbrunner 38 18 0 03 Aug 2022
Multilingual HateCheck: Functional Tests for Multilingual Hate Speech Detection Models Paul Röttger Haitham Seelawi Debora Nozza Zeerak Talat Bertie Vidgen 30 65 0 20 Jun 2022
Characteristics of Harmful Text: Towards Rigorous Benchmarking of Language Models Maribeth Rauh John F. J. Mellor J. Uesato Po-Sen Huang Johannes Welbl ... Amelia Glaese G. Irving Iason Gabriel William S. Isaac Lisa Anne Hendricks 38 49 0 16 Jun 2022
Challenges in Applying Explainability Methods to Improve the Fairness of NLP Models Esma Balkir S. Kiritchenko I. Nejadgholi Kathleen C. Fraser 23 36 0 08 Jun 2022
What's in a Caption? Dataset-Specific Linguistic Diversity and Its Effect on Visual Description Models and Metrics David M. Chan Austin Myers Sudheendra Vijayanarasimhan David A. Ross Bryan Seybold John F. Canny 33 6 0 12 May 2022
HateCheckHIn: Evaluating Hindi Hate Speech Detection Models Mithun Das Punyajoy Saha Binny Mathew Animesh Mukherjee 38 17 0 30 Apr 2022
Fair and Argumentative Language Modeling for Computational Argumentation Carolin Holtermann Anne Lauscher Simone Paolo Ponzetto 24 21 0 08 Apr 2022
Sense Embeddings are also Biased--Evaluating Social Biases in Static and Contextualised Sense Embeddings Yi Zhou Masahiro Kaneko Danushka Bollegala 39 23 0 14 Mar 2022
Speciesist Language and Nonhuman Animal Bias in English Masked Language Models Masashi Takeshita Rafal Rzepka K. Araki 34 6 0 10 Mar 2022
Language technology practitioners as language managers: arbitrating data bias and predictive bias in ASR Nina Markl S. McNulty 24 9 0 25 Feb 2022
Handling Bias in Toxic Speech Detection: A Survey Tanmay Garg Sarah Masud Tharun Suresh Tanmoy Chakraborty 17 91 0 26 Jan 2022
Robust Natural Language Processing: Recent Advances, Challenges, and Future Directions Marwan Omar Soohyeon Choi Daehun Nyang David A. Mohaisen 32 57 0 03 Jan 2022
Perceived and Intended Sarcasm Detection with Graph Attention Networks Joan Plepi Lucie Flek 21 23 0 08 Oct 2021
Mitigating Language-Dependent Ethnic Bias in BERT Jaimeen Ahn Alice Oh 144 92 0 13 Sep 2021
End-to-End Self-Debiasing Framework for Robust NLU Training Abbas Ghaddar Philippe Langlais Mehdi Rezagholizadeh Ahmad Rashid UQCV 34 36 0 05 Sep 2021
Behind the Scenes: An Exploration of Trigger Biases Problem in Few-Shot Event Classification Peiyi Wang Runxin Xu Tianyu Liu Damai Dai Baobao Chang Zhifang Sui 27 16 0 29 Aug 2021
Context-aware Adversarial Training for Name Regularity Bias in Named Entity Recognition Abbas Ghaddar Philippe Langlais Ahmad Rashid Mehdi Rezagholizadeh 41 43 0 24 Jul 2021
Theoretical foundations and limits of word embeddings: what types of meaning can they capture? Alina Arseniev-Koehler 36 19 0 22 Jul 2021
Trustworthy AI: A Computational Perspective Haochen Liu Yiqi Wang Wenqi Fan Xiaorui Liu Yaxin Li Shaili Jain Yunhao Liu Anil K. Jain Jiliang Tang FaML 104 197 0 12 Jul 2021
Anticipating Safety Issues in E2E Conversational AI: Framework and Tooling Emily Dinan Gavin Abercrombie A. S. Bergman Shannon L. Spruit Dirk Hovy Y-Lan Boureau Verena Rieser 43 105 0 07 Jul 2021
Quantifying Social Biases in NLP: A Generalization and Empirical Comparison of Extrinsic Fairness Metrics Paula Czarnowska Yogarshi Vyas Kashif Shah 21 104 0 28 Jun 2021
A Survey of Race, Racism, and Anti-Racism in NLP Anjalie Field Su Lin Blodgett Zeerak Talat Yulia Tsvetkov 42 122 0 21 Jun 2021
RedditBias: A Real-World Resource for Bias Evaluation and Debiasing of Conversational Language Models Soumya Barikeri Anne Lauscher Ivan Vulić Goran Glavaš 45 178 0 07 Jun 2021
Empirical Evaluation of Pre-trained Transformers for Human-Level NLP: The Role of Sample Size and Dimensionality Adithya Ganesan Matthew Matero Aravind Reddy Ravula Huy-Hien Vu H. Andrew Schwartz 30 35 0 07 May 2021
Reliability Testing for Natural Language Processing Systems Samson Tan Chenyu You K. Baxter Araz Taeihagh G. Bennett Min-Yen Kan 22 39 0 06 May 2021
Domain Adaptation and Multi-Domain Adaptation for Neural Machine Translation: A Survey Danielle Saunders AI4CE 34 86 0 14 Apr 2021
Nine Potential Pitfalls when Designing Human-AI Co-Creative Systems Daniel Buschek Lukas Mecke Florian Lehmann Hai Dang 13 42 0 01 Apr 2021
HateCheck: Functional Tests for Hate Speech Detection Models Paul Röttger B. Vidgen Dong Nguyen Zeerak Talat Helen Z. Margetts J. Pierrehumbert 31 260 0 31 Dec 2020