Information Extraction

Combining Constrained and Unconstrained Decoding via Boosting: BoostCD and Its Application to Information Extraction EMNLP 2025 COMM: Concentrated Margin Maximization for Robust Document-Level Relation Extraction AAAI 2025 Completing A Systematic Review in Hours instead of Months with Interactive AI Agents ACL 2025 Conservative Bias in Large Language Models: Measuring Relation Predictions ACL 2025 Contemporary LLMs struggle with extracting formal legal arguments EMNLP 2025 Contextual Augmentation for Entity Linking using Large Language Models COLING 2025 Contradiction Retrieval via Contrastive Learning with Sparsity ICML 2025 Converting Annotated Clinical Cases into Structured Case Report Forms ACL 2025 Corpus-Oriented Stance Target Extraction EMNLP 2025 CROSSAGENTIE: Cross-Type and Cross-Task Multi-Agent LLM Collaboration for Zero-Shot Information Extraction ACL 2025 Cross-Lingual Mental Health Ontologies for Indian Languages: Bridging Patient Expression and Clinical Understanding through Explainable AI and Human-in-the-Loop Validation AACL 2025 Cross-modal Multi-task Learning for Multimedia Event Extraction AAAI 2025 Cuckoo: An IE Free Rider Hatched by Massive Nutrition in LLM’s Nest ACL 2025 CycleOIE: A Low-Resource Training Framework For Open Information Extraction COLING 2025 Data-Constrained Synthesis of Training Data for De-Identification ACL 2025 Data Gatherer: LLM-Powered Dataset Reference Extraction from Scientific Literature ACL 2025 DEGAP: Dual Event-Guided Adaptive Prefixes for Templated-Based Event Argument Extraction with Slot Querying COLING 2025 DeKeyNLU: Enhancing Natural Language to SQL Generation through Task Decomposition and Keyword Extraction EMNLP 2025 Dependency Parsing-Based Syntactic Enhancement of Relation Extraction in Scientific Texts EMNLP 2025 Detecting Legal Citations in United Kingdom Court Judgments EMNLP 2025 Detecting Manipulation in Ukrainian Telegram: A Transformer-Based Approach to Technique Classification and Span Identification ACL 2025 DiCoRe: Enhancing Zero-shot Event Detection via Divergent-Convergent LLM Reasoning EMNLP 2025 Doc2Chart: Intent-Driven Zero-Shot Chart Generation from Documents EMNLP 2025 DocAgent: A Multi-Agent System for Automated Code Documentation Generation ACL 2025 DocIE@XLLM25: In-Context Learning for Information Extraction using Fully Synthetic Demonstrations ACL 2025