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Machine Learning
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Application Areas
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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
Are Compressed Language Models Less Subgroup Robust?
EMNLP 2023
Addressing Linguistic Bias through a Contrastive Analysis of Academic Writing in the NLP Domain
EMNLP 2023
Target-Agnostic Gender-Aware Contrastive Learning for Mitigating Bias in Multilingual Machine Translation
EMNLP 2023
Unveiling Identity Biases in Toxicity Detection : A Game-Focused Dataset and Reactivity Analysis Approach
EMNLP 2023
Crossing the Aisle: Unveiling Partisan and Counter-Partisan Events in News Reporting
EMNLP 2023
Is a Prestigious Job the same as a Prestigious Country? A Case Study on Multilingual Sentence Embeddings and European Countries
EMNLP 2023
DiFair: A Benchmark for Disentangled Assessment of Gender Knowledge and Bias
EMNLP 2023
“Kelly is a Warm Person, Joseph is a Role Model”: Gender Biases in LLM-Generated Reference Letters
EMNLP 2023
Debiasing Multimodal Models via Causal Information Minimization
EMNLP 2023
Women Wearing Lipstick: Measuring the Bias Between an Object and Its Related Gender
EMNLP 2023
Statistically Profiling Biases in Natural Language Reasoning Datasets and Models
EMNLP 2023
Goodtriever: Adaptive Toxicity Mitigation with Retrieval-augmented Models
EMNLP 2023
Co2PT: Mitigating Bias in Pre-trained Language Models through Counterfactual Contrastive Prompt Tuning
EMNLP 2023
DeCrisisMB: Debiased Semi-Supervised Learning for Crisis Tweet Classification via Memory Bank
EMNLP 2023
Mitigating Biases in Hate Speech Detection from A Causal Perspective
EMNLP 2023
‘Person’ == Light-skinned, Western Man, and Sexualization of Women of Color: Stereotypes in Stable Diffusion
EMNLP 2023
Measuring bias in Instruction-Following models with P-AT
EMNLP 2023
Intersectional Stereotypes in Large Language Models: Dataset and Analysis
EMNLP 2023
A Closer Look into Using Large Language Models for Automatic Evaluation
EMNLP 2023
Pre-trained Speech Processing Models Contain Human-Like Biases that Propagate to Speech Emotion Recognition
EMNLP 2023
When and Why Does Bias Mitigation Work?
EMNLP 2023
Toxicity in Multilingual Machine Translation at Scale
EMNLP 2023
Unraveling Downstream Gender Bias from Large Language Models: A Study on AI Educational Writing Assistance
EMNLP 2023
Entity-Based Evaluation of Political Bias in Automatic Summarization
EMNLP 2023
Debias NLU Datasets via Training-free Perturbations
EMNLP 2023
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