Information Extraction

Multimedia Event Extraction with LLM Knowledge Editing EMNLP 2025 Multimodal Document-level Triple Extraction via Dynamic Graph Enhancement and Relation-Aware Reflection EMNLP 2025 Multi-Modal Framing Analysis of News EMNLP 2025 Multimodal Large Language Models for Text-rich Image Understanding: A Comprehensive Review ACL 2025 Multi-Value-Product Retrieval-Augmented Generation for Industrial Product Attribute Value Identification EMNLP 2025 MusKGC: A Flexible Multi-source Knowledge Enhancement Framework for Open-World Knowledge Graph Completion EMNLP 2025 NarrativeNexus at SemEval-2025 Task 10: Entity Framing and Narrative Extraction using BART SemEval 2025 Natural Language Processing for Human Resources: A Survey NAACL 2025 Natural Language Processing in Support of Evidence-based Medicine: A Scoping Review ACL 2025 NCRE: A Benchmark for Document-level Nominal Compound Relation Extraction COLING 2025 NewsInterview: a Dataset and a Playground to Evaluate LLMs’ Grounding Gap via Informational Interviews ACL 2025 Not What the Doctor Ordered: Surveying LLM-based De-identification and Quantifying Clinical Information Loss EMNLP 2025 NSF-SciFy: Mining the NSF Awards Database for Scientific Claims EMNLP 2025 ODDA: An OODA-Driven Diverse Data Augmentation Framework for Low-Resource Relation Extraction ACL 2025 OmniDocBench: Benchmarking Diverse PDF Document Parsing with Comprehensive Annotations CVPR 2025 On Assigning Product and Software Codes to Customer Service Requests with Large Language Models EMNLP 2025 One Unified Model for Diverse Tasks: Emotion Cause Analysis via Self-Promote Cognitive Structure Modeling NAACL 2025 On Integrating LLMs Into an Argument Annotation Workflow ACL 2025 Open-World Attribute Mining for E-Commerce Products with Multimodal Self-Correction Instruction Tuning ACL 2025 OVEL: Online Video Entity Linking COLING 2025 Overview of the ArchEHR-QA 2025 Shared Task on Grounded Question Answering from Electronic Health Records ACL 2025 Overview of the Fifth Workshop on Scholarly Document Processing ACL 2025 Overview of the Third Workshop for Artificial Intelligence for Scientific Publications AACL 2025 Overview of TRACS: the Telescope Reference and Astronomy Categorization Dataset & Shared Task AACL 2025 P²Net: Parallel Pointer-based Network for Key Information Extraction with Complex Layouts ACL 2025