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Fairness

1139 directly classified papers

Papers per year

Papers

Demographic-Aware Language Model Fine-tuning as a Bias Mitigation Technique IJCNLP 2022
On Measures of Biases and Harms in NLP AACL 2022
Exploring the Effects of Negation and Grammatical Tense on Bias Probes AACL 2022
Demographic-Aware Language Model Fine-tuning as a Bias Mitigation Technique AACL 2022
A Prompt Array Keeps the Bias Away: Debiasing Vision-Language Models with Adversarial Learning AACL 2022
The Lifecycle of “Facts”: A Survey of Social Bias in Knowledge Graphs AACL 2022
VLStereoSet: A Study of Stereotypical Bias in Pre-trained Vision-Language Models AACL 2022
Gender and Racial Stereotype Detection in Legal Opinion Word Embeddings AAAI 2022
Unmasking the Mask – Evaluating Social Biases in Masked Language Models AAAI 2022
Interpreting Gender Bias in Neural Machine Translation: Multilingual Architecture Matters AAAI 2022
Towards Debiasing DNN Models from Spurious Feature Influence AAAI 2022
How Gender Debiasing Affects Internal Model Representations, and Why It Matters NAACL 2022
Cross-Domain Detection of GPT-2-Generated Technical Text NAACL 2022
Towards Robust NLG Bias Evaluation with Syntactically-diverse Prompts EMNLP 2022
Controlling Bias Exposure for Fair Interpretable Predictions EMNLP 2022
Contextualizing Language Models for Norms Diverging from Social Majority EMNLP 2022
Mind Your Bias: A Critical Review of Bias Detection Methods for Contextual Language Models EMNLP 2022
Investigating Ensemble Methods for Model Robustness Improvement of Text Classifiers EMNLP 2022
Better Hit the Nail on the Head than Beat around the Bush: Removing Protected Attributes with a Single Projection EMNLP 2022
Geographic Citation Gaps in NLP Research EMNLP 2022
How well can Text-to-Image Generative Models understand Ethical Natural Language Interventions? EMNLP 2022
Less Is Better: Recovering Intended-Feature Subspace to Robustify NLU Models COLING 2022
Evaluating and Mitigating Inherent Linguistic Bias of African American English through Inference COLING 2022
Towards Fair, Equitable, and Efficient Peer Review AAAI 2021
Gender Bias in Natural Language Processing Across Human Languages NAACL 2021