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Machine Learning
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Fairness
3,337 papers
Papers per year
2011: 1
2013: 3
2014: 2
2016: 6
2017: 30
2018: 65
2019: 182
2020: 239
2021: 373
2022: 456
2023: 533
2024: 648
2025: 644
2026: 155
Papers
Modular and On-demand Bias Mitigation with Attribute-Removal Subnetworks
ACL 2023
DLAMA: A Framework for Curating Culturally Diverse Facts for Probing the Knowledge of Pretrained Language Models
ACL 2023
COBRA Frames: Contextual Reasoning about Effects and Harms of Offensive Statements
ACL 2023
Trade-Offs Between Fairness and Privacy in Language Modeling
ACL 2023
Stubborn Lexical Bias in Data and Models
ACL 2023
FORK: A Bite-Sized Test Set for Probing Culinary Cultural Biases in Commonsense Reasoning Models
ACL 2023
Revisiting Pathologies of Neural Models under Input Reduction
ACL 2023
Race, Gender, and Age Biases in Biomedical Masked Language Models
ACL 2023
Fighting Bias With Bias: Promoting Model Robustness by Amplifying Dataset Biases
ACL 2023
Gender-Inclusive Grammatical Error Correction through Augmentation
ACL 2023
Analyzing Bias in Large Language Model Solutions for Assisted Writing Feedback Tools: Lessons from the Feedback Prize Competition Series
ACL 2023
Does BERT Exacerbate Gender or L1 Biases in Automated English Speaking Assessment?
ACL 2023
Promoting Fairness in Classification of Quality of Medical Evidence
ACL 2023
Factors Affecting the Performance of Automated Speaker Verification in Alzheimer’s Disease Clinical Trials
ACL 2023
Intersectionality and Testimonial Injustice in Medical Records
ACL 2023
When Do Annotator Demographics Matter? Measuring the Influence of Annotator Demographics with the POPQUORN Dataset
ACL 2023
SafeWebUH at SemEval-2023 Task 11: Learning Annotator Disagreement in Derogatory Text: Comparison of Direct Training vs Aggregation
ACL 2023
I2C-Huelva at SemEval-2023 Task 10: Ensembling Transformers Models for the Detection of Online Sexism
ACL 2023
Unisa at SemEval-2023 Task 3: A SHAP-based method for Propaganda Detection
ACL 2023
University at Buffalo at SemEval-2023 Task 11: MASDA–Modelling Annotator Sensibilities through DisAggregation
ACL 2023
QCRI at SemEval-2023 Task 3: News Genre, Framing and Persuasion Techniques Detection Using Multilingual Models
ACL 2023
AdamR at SemEval-2023 Task 10: Solving the Class Imbalance Problem in Sexism Detection with Ensemble Learning
ACL 2023
DH-FBK at SemEval-2023 Task 10: Multi-Task Learning with Classifier Ensemble Agreement for Sexism Detection
ACL 2023
Not All Counterhate Tweets Elicit the Same Replies: A Fine-Grained Analysis
ACL 2023
LEXPLAIN: Improving Model Explanations via Lexicon Supervision
ACL 2023
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