Natural Language Processing

‘Rich Dad, Poor Lad’: How do Large Language Models Contextualize Socioeconomic Factors in College Admission ? EMNLP 2025 Richer Output for Richer Countries: Uncovering Geographical Disparities in Generated Stories and Travel Recommendations NAACL 2025 RichRAG: Crafting Rich Responses for Multi-faceted Queries in Retrieval-Augmented Generation COLING 2025 Right Answer, Wrong Score: Uncovering the Inconsistencies of LLM Evaluation in Multiple-Choice Question Answering ACL 2025 Right Now, Wrong Then: Non-Stationary Direct Preference Optimization under Preference Drift ICML 2025 RiOT: Efficient Prompt Refinement with Residual Optimization Tree ACL 2025 R.I.P.: Better Models by Survival of the Fittest Prompts ICML 2025 RIRAG: A Bi-Directional Retrieval-Enhanced Framework for Financial Legal QA in ObliQA Shared Task COLING 2025 RISCORE: Enhancing In-Context Riddle Solving in Language Models through Context-Reconstructed Example Augmentation COLING 2025 RISE: Reasoning Enhancement via Iterative Self-Exploration in Multi-hop Question Answering ACL 2025 Risks and Limits of Automatic Consolidation of Statutes EMNLP 2025 RITT: A Retrieval-Assisted Framework with Image and Text Table Representations for Table Question Answering ACL 2025 RIVAL: Reinforcement Learning with Iterative and Adversarial Optimization for Machine Translation EMNLP 2025 RJE: A Retrieval-Judgment-Exploration Framework for Efficient Knowledge Graph Question Answering with LLMs EMNLP 2025 RLHF Algorithms Ranked: An Extensive Evaluation Across Diverse Tasks, Rewards, and Hyperparameters EMNLP 2025 RLPF: Reinforcement Learning from Prediction Feedback for User Summarization with LLMs AAAI 2025 RMath: A Logic Reasoning-Focused Datasets Toward Mathematical Multistep Reasoning Tasks AAAI 2025 RMB: Comprehensively benchmarking reward models in LLM alignment ICLR 2025 RM-Bench: Benchmarking Reward Models of Language Models with Subtlety and Style ICLR 2025 RMKMavericks@DravidianLangTech 2025: Emotion Mining in Tamil and Tulu Code-Mixed Text: Challenges and Insights NAACL 2025 RMKMavericks@DravidianLangTech 2025: Tackling Abusive Tamil and Malayalam Text Targeting Women: A Linguistic Approach NAACL 2025 RMTBench: Benchmarking LLMs Through Multi-Turn User-Centric Role-Playing EMNLP 2025 RoadSocial: A Diverse VideoQA Dataset and Benchmark for Road Event Understanding from Social Video Narratives CVPR 2025 RoBGuard: Enhancing LLMs to Assess Risk of Bias in Clinical Trial Documents COLING 2025 RoBiologyDataChoiceQA: A Romanian Dataset for improving Biology understanding of Large Language Models EMNLP 2025