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Papers (including subtopics)

From Annotation to Adaptation: Metrics, Synthetic Data, and Aspect Extraction for Aspect-Based Sentiment Analysis with Large Language Models NAACL 2025 From Artificial Needles to Real Haystacks: Improving Retrieval Capabilities in LLMs by Finetuning on Synthetic Data ICLR 2025 From Calculation to Adjudication: Examining LLM Judges on Mathematical Reasoning Tasks ACL 2025 From Chat Logs to Collective Insights: Aggregative Question Answering EMNLP 2025 From Citations to Criticality: Predicting Legal Decision Influence in the Multilingual Swiss Jurisprudence ACL 2025 From Clay to Code: Transforming Hittite Texts for Machine Learning NAACL 2025 From Commands to Prompts: LLM-based Semantic File System for AIOS ICLR 2025 From Complexity to Clarity: AI/NLP’s Role in Regulatory Compliance ACL 2025 From Confidence to Collapse in LLM Factual Robustness EMNLP 2025 From Debates to Diplomacy: Argument Mining Across Political Registers ACL 2025 From Detection to Explanation: Effective Learning Strategies for LLMs in Online Abusive Language Research COLING 2025 From End-Users to Co-Designers: Lessons from Teachers ACL 2025 From Feedback to Checklists: Grounded Evaluation of AI-Generated Clinical Notes EMNLP 2025 From Generating Answers to Building Explanations: Integrating Multi-Round RAG and Causal Modeling for Scientific QA NAACL 2025 From Generation to Detection: A Multimodal Multi-Task Dataset for Benchmarking Health Misinformation EMNLP 2025 From Generation to Judgment: Opportunities and Challenges of LLM-as-a-judge EMNLP 2025 From Ground Trust to Truth: Disparities in Offensive Language Judgments on Contemporary Korean Political Discourse EMNLP 2025 From In-Distribution to Out-of-Distribution: Joint Loss for Improving Generalization in Software Mention and Relation Extraction ACL 2025 From Input Perception to Predictive Insight: Modeling Model Blind Spots Before They Become Errors EMNLP 2025 From Jack of All Trades to Master of One: Specializing LLM-based Autoraters to a Test Set ICML 2025 From KMMLU-Redux to Pro: A Professional Korean Benchmark Suite for LLM Evaluation EMNLP 2025 From Misleading Queries to Accurate Answers: A Three-Stage Fine-Tuning Method for LLMs ACL 2025 From Models to Microtheories: Distilling a Model's Topical Knowledge for Grounded Question-Answering ICLR 2025 From Multiple-Choice to Extractive QA: A Case Study for English and Arabic COLING 2025 From Noise to Clarity: Filtering Real and LLM-Generated Samples for Enhanced Intent Detection EMNLP 2025