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Fairness

3337 directly classified papers

Papers per year

Papers

FairLex: A Multilingual Benchmark for Evaluating Fairness in Legal Text Processing ACL 2022
The Dangers of Underclaiming: Reasons for Caution When Reporting How NLP Systems Fail ACL 2022
DocFin: Multimodal Financial Prediction and Bias Mitigation using Semi-structured Documents EMNLP 2022
Reducing Geographic Disparities in Automatic Speech Recognition via Elastic Weight Consolidation INTERSPEECH 2022
Conditional Supervised Contrastive Learning for Fair Text Classification EMNLP 2022
An Empirical Survey of the Effectiveness of Debiasing Techniques for Pre-trained Language Models ACL 2022
Design Guidelines for Inclusive Speaker Verification Evaluation Datasets INTERSPEECH 2022
“I’m sorry to hear that”: Finding New Biases in Language Models with a Holistic Descriptor Dataset EMNLP 2022
Gender Bias in Meta-Embeddings EMNLP 2022
Reducing Offensive Replies in Open Domain Dialogue Systems INTERSPEECH 2022
Training and typological bias in ASR performance for world Englishes INTERSPEECH 2022
Towards Identifying Social Bias in Dialog Systems: Framework, Dataset, and Benchmark EMNLP 2022
Fairness by “Where”: A Statistically-Robust and Model-Agnostic Bi-level Learning Framework AAAI 2022
Toward Fairness in Speech Recognition: Discovery and mitigation of performance disparities INTERSPEECH 2022
Quantifying Health Inequalities Induced by Data and AI Models IJCAI 2022
X-FACTOR: A Cross-metric Evaluation of Factual Correctness in Abstractive Summarization EMNLP 2022
Estimating Structural Disparities for Face Models CVPR 2022
Counterfactual Interpolation Augmentation (CIA): A Unified Approach to Enhance Fairness and Explainability of DNN IJCAI 2022
SoFaiR: Single Shot Fair Representation Learning IJCAI 2022
Square One Bias in NLP: Towards a Multi-Dimensional Exploration of the Research Manifold ACL 2022
Individual Fairness Guarantees for Neural Networks IJCAI 2022
Fair Equilibria in Sponsored Search Auctions: The Advertisers’ Perspective IJCAI 2022
Measuring the Occupational Impact of AI: Tasks, Cognitive Abilities and AI Benchmarks (Extended Abstract)* IJCAI 2022
Computationally Efficient Optimization of Plackett-Luce Ranking Models for Relevance and Fairness (Extended Abstract) IJCAI 2022
Extending Decision Tree to Handle Multiple Fairness Criteria IJCAI 2022