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Fairness

3337 directly classified papers

Papers per year

Papers

Using Natural Sentence Prompts for Understanding Biases in Language Models NAACL 2022
Necessity and Sufficiency for Explaining Text Classifiers: A Case Study in Hate Speech Detection NAACL 2022
How Gender Debiasing Affects Internal Model Representations, and Why It Matters NAACL 2022
Easy Adaptation to Mitigate Gender Bias in Multilingual Text Classification NAACL 2022
Analyzing Modality Robustness in Multimodal Sentiment Analysis NAACL 2022
The Lifecycle of “Facts”: A Survey of Social Bias in Knowledge Graphs AACL 2022
A Prompt Array Keeps the Bias Away: Debiasing Vision-Language Models with Adversarial Learning AACL 2022
Analyzing Biases to Spurious Correlations in Text Classification Tasks AACL 2022
Do ever larger octopi still amplify reporting biases? Evidence from judgments of typical colour AACL 2022
Demographic-Aware Language Model Fine-tuning as a Bias Mitigation Technique AACL 2022
SemEval-2022 Task 4: Patronizing and Condescending Language Detection SEMEVAL 2022
Are Pretrained Multilingual Models Equally Fair across Languages? COLING 2022
Reducing Spurious Correlations for Answer Selection by Feature Decorrelation and Language Debiasing COLING 2022
Towards Return Parity in Markov Decision Processes AISTATS 2022
Evaluating and Mitigating Inherent Linguistic Bias of African American English through Inference COLING 2022
Fundamental Limits and Tradeoffs in Invariant Representation Learning JMLR 2022
Text Characterization Toolkit (TCT) IJCNLP 2022
Outlier-Aware Training for Improving Group Accuracy Disparities IJCNLP 2022
Demographic-Aware Language Model Fine-tuning as a Bias Mitigation Technique IJCNLP 2022
Analyzing Biases to Spurious Correlations in Text Classification Tasks IJCNLP 2022
Welcome to the Modern World of Pronouns: Identity-Inclusive Natural Language Processing beyond Gender COLING 2022
The Lifecycle of “Facts”: A Survey of Social Bias in Knowledge Graphs IJCNLP 2022
Auto-Debias: Debiasing Masked Language Models with Automated Biased Prompts ACL 2022
On Coresets for Fair Regression and Individually Fair Clustering AISTATS 2022
Gender Bias Mitigation for NMT Involving Genderless Languages EMNLP 2022