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bias detection

419 papers

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Co-occurring keywords

large language model (12755) gender bia (433) text classification (6776) language model (4573) fairness evaluation (112) social bia (206) sentiment analysis (2079) natural language processing (2027) bias mitigation (492) responsible ai (181)

Papers

Are Pretrained Multilingual Models Equally Fair across Languages? COLING 2022
Critical Perspectives: A Benchmark Revealing Pitfalls in PerspectiveAPI EMNLP 2022
Analyzing the Limits of Self-Supervision in Handling Bias in Language EMNLP 2022
Measuring Harmful Representations in Scandinavian Language Models EMNLP 2022
On the Machine Learning of Ethical Judgments from Natural Language NAACL 2022
On Measures of Biases and Harms in NLP AACL 2022
“I’m sorry to hear that”: Finding New Biases in Language Models with a Holistic Descriptor Dataset EMNLP 2022
GREENER: Graph Neural Networks for News Media Profiling EMNLP 2022
Reinforcement Guided Multi-Task Learning Framework for Low-Resource Stereotype Detection ACL 2022
StereoKG: Data-Driven Knowledge Graph Construction For Cultural Knowledge and Stereotypes NAACL 2022
Can Prompt Probe Pretrained Language Models? Understanding the Invisible Risks from a Causal View ACL 2022
Differential Bias: On the Perceptibility of Stance Imbalance in Argumentation AACL 2022
Re-contextualizing Fairness in NLP: The Case of India AACL 2022
Explaining Toxic Text via Knowledge Enhanced Text Generation NAACL 2022
Measuring Geographic Performance Disparities of Offensive Language Classifiers COLING 2022
Unsupervised Detection of Contextualized Embedding Bias with Application to Ideology ICML 2022
Meaningfully debugging model mistakes using conceptual counterfactual explanations ICML 2022
Bias at a Second Glance: A Deep Dive into Bias for German Educational Peer-Review Data Modeling COLING 2022
Applying the Stereotype Content Model to assess disability bias in popular pre-trained NLP models underlying AI-based assistive technologies ACL 2022
Recognition of They/Them as Singular Personal Pronouns in Coreference Resolution NAACL 2022
Measuring Fairness with Biased Rulers: A Comparative Study on Bias Metrics for Pre-trained Language Models NAACL 2022
The Dangers of Underclaiming: Reasons for Caution When Reporting How NLP Systems Fail ACL 2022
Gender and Racial Stereotype Detection in Legal Opinion Word Embeddings AAAI 2022
Using Natural Sentence Prompts for Understanding Biases in Language Models NAACL 2022
Darkness can not drive out darkness: Investigating Bias in Hate SpeechDetection Models ACL 2022