Information Extraction

MARIO-0.5B: A Multi-Agent Lightweight Model for Real-Time Open Information Extraction in Low-Resource Settings EMNLP 2025 MarkushGrapher: Joint Visual and Textual Recognition of Markush Structures CVPR 2025 Massively Multilingual Instruction-Following Information Extraction ACL 2025 Match, Compare, or Select? An Investigation of Large Language Models for Entity Matching COLING 2025 Matching and Linking Entries in Historical Swedish Encyclopedias NAACL 2025 M-BRe: Discovering Training Samples for Relation Extraction from Unlabeled Texts with Large Language Models EMNLP 2025 MEBench: Benchmarking Large Language Models for Cross-Document Multi-Entity Question Answering EMNLP 2025 MedDecXtract: A Clinician-Support System for Extracting, Visualizing, and Annotating Medical Decisions in Clinical Narratives ACL 2025 MEDEC: A Benchmark for Medical Error Detection and Correction in Clinical Notes ACL 2025 MedPath: Multi-Domain Cross-Vocabulary Hierarchical Paths for Biomedical Entity Linking IJCNLP 2025 MedQwen-PE: Medical Qwen for Parameter-Efficient Multilingual Patient-Centric Summarization, Question Answering and Information Extraction AACL 2025 Meronymic Ontology Extraction via Large Language Models IJCNLP 2025 Metadata Generation for Research Data from URL Citation Contexts in Scholarly Papers: Task Definition and Dataset Construction AACL 2025 MICE: Mixture of Image Captioning Experts Augmented e-Commerce Product Attribute Value Extraction ACL 2025 Mixture of LoRA Experts for Continual Information Extraction with LLMs EMNLP 2025 MMCR: Benchmarking Cross-Source Reasoning in Scientific Papers ICCV 2025 MMD-ERE: Multi-Agent Multi-Sided Debate for Event Relation Extraction COLING 2025 Modeling Complex Semantics Relation with Contrastively Fine-Tuned Relational Encoders ACL 2025 MOD-KG: MultiOrgan Diagnosis Knowledge Graph AACL 2025 MOLE: Metadata Extraction and Validation in Scientific Papers Using LLMs EMNLP 2025 MPL: Multiple Programming Languages with Large Language Models for Information Extraction ACL 2025 MRE-MI: A Multi-image Dataset for Multimodal Relation Extraction in Social Media Posts NAACL 2025 Multi-Document Event Extraction Using Large and Small Language Models EMNLP 2025 Multilingual Clinical Dialogue Summarization and Information Extraction with Qwen-1.5B LoRA AACL 2025 Multilingual Skill Extraction for Job Vacancy–Job Seeker Matching in Knowledge Graphs COLING 2025