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Fairness

3337 directly classified papers

Papers per year

Papers

Is Your Perspective Also My Perspective? Enriching Prediction with Subjectivity COLING 2022
Quantifying Bias from Decoding Techniques in Natural Language Generation COLING 2022
Why Is It Hate Speech? Masked Rationale Prediction for Explainable Hate Speech Detection COLING 2022
Less Is Better: Recovering Intended-Feature Subspace to Robustify NLU Models COLING 2022
Adversarially Constructed Evaluation Sets Are More Challenging, but May Not Be Fair NAACL 2022
Don’t Forget About Pronouns: Removing Gender Bias in Language Models Without Losing Factual Gender Information NAACL 2022
Uncertainty and Inclusivity in Gender Bias Annotation: An Annotation Taxonomy and Annotated Datasets of British English Text NAACL 2022
Gender Biases and Where to Find Them: Exploring Gender Bias in Pre-Trained Transformer-based Language Models Using Movement Pruning NAACL 2022
Challenges in Measuring Bias via Open-Ended Language Generation NAACL 2022
Worst of Both Worlds: Biases Compound in Pre-trained Vision-and-Language Models NAACL 2022
Assessing Group-level Gender Bias in Professional Evaluations: The Case of Medical Student End-of-Shift Feedback NAACL 2022
Fewer Errors, but More Stereotypes? The Effect of Model Size on Gender Bias NAACL 2022
An Empirical Study on the Fairness of Pre-trained Word Embeddings NAACL 2022
Mitigating Gender Stereotypes in Hindi and Marathi NAACL 2022
A Taxonomy of Bias-Causing Ambiguities in Machine Translation NAACL 2022
Gender Bias in BERT - Measuring and Analysing Biases through Sentiment Rating in a Realistic Downstream Classification Task NAACL 2022
Occupational Biases in Norwegian and Multilingual Language Models NAACL 2022
Looking for a Handsome Carpenter! Debiasing GPT-3 Job Advertisements NAACL 2022
LITMUS Predictor: An AI Assistant for Building Reliable, High-Performing and Fair Multilingual NLP Systems AAAI 2022
Cooperative Multi-Agent Fairness and Equivariant Policies AAAI 2022
Word Embeddings via Causal Inference: Gender Bias Reducing and Semantic Information Preserving AAAI 2022
Identifying and Mitigating Spurious Correlations for Improving Robustness in NLP Models NAACL 2022
What Do You See in this Patient? Behavioral Testing of Clinical NLP Models NAACL 2022
The Birth of Bias: A case study on the evolution of gender bias in an English language model NAACL 2022
Attributing Fair Decisions with Attention Interventions NAACL 2022