Information Extraction

Spurious Correlations and Beyond: Understanding and Mitigating Shortcut Learning in SDOH Extraction with Large Language Models ACL 2025 SQUiD: Synthesizing Relational Databases from Unstructured Text EMNLP 2025 Storybranch - generating multimedia content from novels NAACL 2025 Structured Information Extraction from Nepali Scanned Documents using Layout Transformer and LLMs COLING 2025 Structured Tender Entities Extraction from Complex Tables with Few-short Learning COLING 2025 Structuring Radiology Reports: Challenging LLMs with Lightweight Models EMNLP 2025 SURE: Mutually Visible Objects and Self-generated Candidate Labels For Relation Extraction COLING 2025 Synergistic Augmentation: Enhancing Cross-Domain Zero-Shot Slot Filling with Small Model-Assisted Large Language Models ACL 2025 Synergizing Unsupervised Episode Detection with LLMs for Large-Scale News Events ACL 2025 SynTab-LLaVA: Enhancing Multimodal Table Understanding with Decoupled Synthesis CVPR 2025 Synth-SBDH: A Synthetic Dataset of Social and Behavioral Determinants of Health for Clinical Text EMNLP 2025 T5Score: A Methodology for Automatically Assessing the Quality of LLM Generated Multi-Document Topic Sets ACL 2025 TableCoder: Table Extraction from Text via Reliable Code Generation ACL 2025 TableLLM: Enabling Tabular Data Manipulation by LLMs in Real Office Usage Scenarios ACL 2025 TACLR: A Scalable and Efficient Retrieval-based Method for Industrial Product Attribute Value Identification ACL 2025 Taming the Real-world Complexities in CPT E/M Coding with Large Language Models EMNLP 2025 TartanTritons at SemEval-2025 Task 10: Multilingual Hierarchical Entity Classification and Narrative Reasoning using Instruct-Tuned LLMs SemEval 2025 Task-aware Contrastive Mixture of Experts for Quadruple Extraction in Conversations with Code-like Replies and Non-opinion Detection EMNLP 2025 Taxonomy-Driven Knowledge Graph Construction for Domain-Specific Scientific Applications ACL 2025 TDCSA: LLM-Guided Top-Down Approach for Robust Citation Sentiment Analysis ACL 2025 TechniqueRAG: Retrieval Augmented Generation for Adversarial Technique Annotation in Cyber Threat Intelligence Text ACL 2025 Temporal Relation Extraction in Clinical Texts: A Span-based Graph Transformer Approach ACL 2025 The contribution of LLMs to relation extraction in the economic field COLING 2025 The Financial Document Causality Detection Shared Task (FinCausal 2025) COLING 2025 The Open Argument Mining Framework ACL 2025