Information Extraction

PAP2PAT: Benchmarking Outline-Guided Long-Text Patent Generation with Patent-Paper Pairs ACL 2025 ParaBLoCC: Parallel Basic Locative Constructions Corpus NAACL 2025 PARSE: LLM Driven Schema Optimization for Reliable Entity Extraction EMNLP 2025 PASTEL : Polarity-Aware Sentiment Triplet Extraction with LLM-as-a-Judge ACL 2025 PATeam at SemEval-2025 Task 10: Two-stage News Analytical Framework: Target-oriented Semantic Segmentation and Sequence Generation LLMs for Cross-Lingual Entity and Narrative Analysis SemEval 2025 PhenoRAG: Retrieval-Augmented Generation for Efficient Zero-Shot Phenotype Identification in Clinical Reports MLHC 2025 PIIvot: A Lightweight NLP Anonymization Framework for Question-Anchored Tutoring Dialogues EMNLP 2025 PKAG-DDI: Pairwise Knowledge-Augmented Language Model for Drug-Drug Interaction Event Text Generation ACL 2025 PM3-KIE: A Probabilistic Multi-Task Meta-Model for Document Key Information Extraction ACL 2025 PolyMinder: A Support System for Entity Annotation and Relation Extraction in Polymer Science Documents COLING 2025 Practical Solutions to Practical Problems in Developing Argument Mining Systems ACL 2025 PRAISE: Enhancing Product Descriptions with LLM-Driven Structured Insights ACL 2025 PreClinIE: An Annotated Corpus for Information Extraction in Preclinical Studies ACL 2025 Predicting Implicit Arguments in Procedural Video Instructions ACL 2025 Problem Solved? Information Extraction Design Space for Layout-Rich Documents using LLMs EMNLP 2025 Programming by Example meets Historical Linguistics: A Large Language Model Based Approach to Sound Law Induction ACL 2025 Promoting Knowledge Base Question Answering by Directing LLMs to Generate Task-relevant Logical Forms AAAI 2025 Prompting Large Language Models for Italian Clinical Reports: A Benchmark Study ACL 2025 Proper Noun Diacritization for Arabic Wikipedia: A Benchmark Dataset ACL 2025 Prototype-Guided Multimodal Relation Extraction based on Entity Attributes AAAI 2025 Prototype Tuning: A Meta-Learning Approach for Few-Shot Document-Level Relation Extraction with Large Language Models NAACL 2025 PUBLICSPEAK: Hearing the Public with a Probabilistic Framework AAAI 2025 PUER: Boosting Few-shot Positive-Unlabeled Entity Resolution with Reinforcement Learning EMNLP 2025 Query-driven Document-level Scientific Evidence Extraction from Biomedical Studies ACL 2025 Quest2DataAgent: Automating End-to-End Scientific Data Collection EMNLP 2025