Natural Language Processing

Regularized Best-of-N Sampling with Minimum Bayes Risk Objective for Language Model Alignment NAACL 2025 Regular-pattern-sensitive CRFs for Distant Label Interactions ACL 2025 Regulatory Question-Answering using Generative AI COLING 2025 Rehearse With User: Personalized Opinion Summarization via Role-Playing based on Large Language Models ACL 2025 REIC: RAG-Enhanced Intent Classification at Scale EMNLP 2025 Re-identification of De-identified Documents with Autoregressive Infilling ACL 2025 ReIFE: Re-evaluating Instruction-Following Evaluation NAACL 2025 REINFORCE Adversarial Attacks on Large Language Models: An Adaptive, Distributional, and Semantic Objective ICML 2025 Reinforced Query Reasoners for Reasoning-intensive Retrieval Tasks EMNLP 2025 Reinforcing Compositional Retrieval: Retrieving Step-by-Step for Composing Informative Contexts ACL 2025 Rejected Dialects: Biases Against African American Language in Reward Models NAACL 2025 ReKG-MCTS: Reinforcing LLM Reasoning on Knowledge Graphs via Training-Free Monte Carlo Tree Search ACL 2025 RELATE: Subjective evaluation dataset for automatic evaluation of relevance between text and audio Interspeech 2025 RelationalCoder: Rethinking Complex Tables via Programmatic Relational Transformation ACL 2025 Relation Also Knows: Rethinking the Recall and Editing of Factual Associations in Auto-Regressive Transformer Language Models AAAI 2025 Relation-Aware Prompting Makes Large Language Models Effective Zero-shot Relation Extractors EMNLP 2025 Relation Extraction or Pattern Matching? Unravelling the Generalisation Limits of Language Models for Biographical RE IJCNLP 2025 Relation-Rich Visual Document Generator for Visual Information Extraction CVPR 2025 ReLearn: Unlearning via Learning for Large Language Models ACL 2025 RelEdit: Evaluating Conceptual Knowledge Editing in Language Models via Relational Reasoning ACL 2025 Relevant for the Right Reasons? Investigating Lexical Biases in Zero-Shot and Instruction-Tuned Rerankers EMNLP 2025 Relevant or Random: Can LLMs Truly Perform Analogical Reasoning? ACL 2025 Reliability of Distribution Predictions by LLMs: Insights from Counterintuitive Pseudo-Distributions NAACL 2025 Reliable and Diverse Evaluation of LLM Medical Knowledge Mastery ICLR 2025 Reliable and Efficient Amortized Model-based Evaluation ICML 2025