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Fairness

3337 directly classified papers

Papers per year

Papers

Bad Seeds: Evaluating Lexical Methods for Bias Measurement IJCNLP 2021
Understanding Robustness of Transformers for Image Classification ICCV 2021
Understanding and Mitigating Annotation Bias in Facial Expression Recognition ICCV 2021
Position Bias Mitigation: A Knowledge-Aware Graph Model for Emotion Cause Extraction IJCNLP 2021
Algorithms for Fairness in Sequential Decision Making AISTATS 2021
Stereotyping Norwegian Salmon: An Inventory of Pitfalls in Fairness Benchmark Datasets ACL 2021
Context Sensitivity Estimation in Toxicity Detection IJCNLP 2021
Fine-grained Classification of Political Bias in German News: A Data Set and Initial Experiments IJCNLP 2021
Mitigating Biases in Toxic Language Detection through Invariant Rationalization IJCNLP 2021
Improving Counterfactual Generation for Fair Hate Speech Detection IJCNLP 2021
Fine-Grained Fairness Analysis of Abusive Language Detection Systems with CheckList IJCNLP 2021
Fair for All: Best-effort Fairness Guarantees for Classification AISTATS 2021
Evaluating Gender Bias in Hindi-English Machine Translation IJCNLP 2021
Gender bias amplification during Speed-Quality optimization in Neural Machine Translation IJCNLP 2021
Counterfactual Inference for Text Classification Debiasing IJCNLP 2021
StereoSet: Measuring stereotypical bias in pretrained language models IJCNLP 2021
Using Gender- and Polarity-Informed Models to Investigate Bias IJCNLP 2021
Harms of Gender Exclusivity and Challenges in Non-Binary Representation in Language Technologies EMNLP 2021
Competency Problems: On Finding and Removing Artifacts in Language Data EMNLP 2021
Mitigating Language-Dependent Ethnic Bias in BERT EMNLP 2021
Hybrid Predictive Models: When an Interpretable Model Collaborates with a Black-box Model JMLR 2021
An Importance Weighted Feature Selection Stability Measure JMLR 2021
MIN_PT: An European Portuguese Lexicon for Minorities Related Terms IJCNLP 2021
Themis: A Fair Evaluation Platform for Computer Vision Competitions IJCAI 2021
Societal Biases in Language Generation: Progress and Challenges IJCNLP 2021