Information Extraction

Enhancing Relation Extraction via Supervised Rationale Verification and Feedback AAAI 2025 Enhancing Table Recognition with Vision LLMs: A Benchmark and Neighbor-Guided Toolchain Reasoner IJCAI 2025 Enhancing Wrist Fracture Detection through LLM-Powered Data Extraction and Knowledge-Based Ensemble Learning MIDL 2025 Entangled Relations: Leveraging NLI and Meta-analysis to Enhance Biomedical Relation Extraction NAACL 2025 Entity Only vs. Inline Approaches: Evaluating LLMs for Adverse Drug Event Detection in Clinical Text (Student Abstract) AAAI 2025 Entity Pair-guided Relation Summarization and Retrieval in LLMs for Document-level Relation Extraction NAACL 2025 Entity Quality Enhancement in Knowledge Graphs through LLM-based Question Answering COLING 2025 Error Detection in Medical Note through Multi Agent Debate ACL 2025 ERU-KG: Efficient Reference-aligned Unsupervised Keyphrase Generation ACL 2025 ET-MIER: Entity Type-guided Key Mention Identification and Evidence Retrieval for Document-level Relation Extraction EMNLP 2025 Evaluating Design Decisions for Dual Encoder-based Entity Disambiguation ACL 2025 Evaluating Structured Output Robustness of Small Language Models for Open Attribute-Value Extraction from Clinical Notes ACL 2025 Event-based evaluation of abstractive news summarization ACL 2025 Event Pattern-Instance Graph: A Multi-Round Role Representation Learning Strategy for Document-Level Event Argument Extraction ACL 2025 EventRelBench: A Comprehensive Benchmark for Evaluating Event Relation Understanding in Large Language Models EMNLP 2025 Explainable ICD Coding via Entity Linking NAACL 2025 Exploring LLM Annotation for Adaptation of Clinical Information Extraction Models under Data-sharing Restrictions ACL 2025 Exploring Multimodal Language Models for Sustainability Disclosure Extraction: A Comparative Study NAACL 2025 Exploring Multimodal Relation Extraction of Hierarchical Tabular Data with Multi-task Learning ACL 2025 Extracting Military Event Temporal Relations via Relative Event Time Prediction and Virtual Adversarial Training NAACL 2025 Extracting Numeric Assertions from Text IJCNLP 2025 Extracting Software Mentions and Relations using Transformers and LLM-Generated Synthetic Data at SOMD 2025 ACL 2025 Extraction of Information Provision Activity Requirements from EU Acquis EMNLP 2025 FigEx: Aligned Extraction of Scientific Figures and Captions EMNLP 2025 Filter-then-Generate: Large Language Models with Structure-Text Adapter for Knowledge Graph Completion COLING 2025