Fairness

Practising responsibility: Ethics in NLP as a hands-on course EACL 2026 ProbLog4Fairness: A Neurosymbolic Approach to Modeling and Mitigating Bias AAAI 2026 QueerGen: How LLMs Reflect Societal Norms on Gender and Sexuality in Sentence Completion Task EACL 2026 Reasoning’s Razor: Reasoning Improves Accuracy but Hurts Recall at Critical Operating Points in Safety and Hallucination Detection EACL 2026 Reducing the Scope of Language Models AAAI 2026 ReMedQA: Are We Done With Medical Multiple-Choice Benchmarks? EACL 2026 Revisiting Fairness-aware Interactive Recommendation: Item Lifecycle as a Control Knob AAAI 2026 Revisiting (Un)Fairness in Recourse by Minimizing Worst-Case Social Burden AAAI 2026 Robust Learning from Noisily Labeled Long-Tailed Data via Fairness Regularizer AAAI 2026 RSA-CR: Resisting Shilling Attacks in Citation Recommendation via Dumbbell Inductive Learning AAAI 2026 SAFARI: A Community-Engaged Approach and Dataset of Stereotype Resources in the Sub-Saharan African Context EACL 2026 SCALEX: Scalable Concept and Latent Exploration for Diffusion Models WACV 2026 Scaling Equitable Reflection Assessment in Education via Large Language Models and Role-Based Feedback Agents AAAI 2026 SCoUT: A Framework for Structured Stereotype Analysis in Language Models AAAI 2026 SharedRep-RLHF: A Shared Representation Approach to RLHF with Diverse Preferences AAAI 2026 SHaSaM: Submodular Hard Sample Mining for Fair Facial Attribute Recognition WACV 2026 Shifting Perspectives: Steering Vectors for Robust Bias Mitigation in LLMs EACL 2026 Silenced Biases: The Dark Side LLMs Learned to Refuse AAAI 2026 SilverLining: Data-First Mitigation of Spatial and Spectral Shortcuts Without Introducing New Confounders WACV 2026 SoS: Analysis of Surface over Semantics in Multilingual Text-To-Image Generation EACL 2026 Style-First Authorship Verification for Academic Integrity in the Generative AI Era (Student Abstract) AAAI 2026 The Confidence Trap: Gender Bias and Predictive Certainty in LLMs AAAI 2026 The Cost and Complexity of Minimizing Envy in House Allocations (Abstract Reprint) AAAI 2026 The Illusion of Fairness: Auditing Fairness Interventions in Algorithmic Hiring with Audit Studies AAAI 2026 The Indonesian Religiolect Corpus: Data Curation for Muslim, Protestant, and Catholic Language Varieties EACL 2026