Information Extraction

RAED: Retrieval-Augmented Entity Description Generation for Emerging Entity Linking and Disambiguation EMNLP 2025 READoc: A Unified Benchmark for Realistic Document Structured Extraction ACL 2025 Re-Cent: A Relation-Centric Framework for Joint Zero-Shot Relation Triplet Extraction COLING 2025 RedactOR: An LLM-Powered Framework for Automatic Clinical Data De-Identification ACL 2025 Reflective Agreement: Combining Self-Mixture of Agents with a Sequence Tagger for Robust Event Extraction EMNLP 2025 REGen: A Reliable Evaluation Framework for Generative Event Argument Extraction EMNLP 2025 Relation-Aware Prompting Makes Large Language Models Effective Zero-shot Relation Extractors EMNLP 2025 Relation Extraction or Pattern Matching? Unravelling the Generalisation Limits of Language Models for Biographical RE IJCNLP 2025 Relation-Rich Visual Document Generator for Visual Information Extraction CVPR 2025 Rethinking the Role of LLMs for Document-level Relation Extraction: a Refiner with Task Distribution and Probability Fusion NAACL 2025 Retrieval over Classification: Integrating Relation Semantics for Multimodal Relation Extraction EMNLP 2025 Reverse Probing: Evaluating Knowledge Transfer via Finetuned Task Embeddings for Coreference Resolution NAACL 2025 RGR-KBQA: Generating Logical Forms for Question Answering Using Knowledge-Graph-Enhanced Large Language Model COLING 2025 RoBGuard: Enhancing LLMs to Assess Risk of Bias in Clinical Trial Documents COLING 2025 Robust Table Information Extraction from Sustainability Reports: A Time-Aware Hybrid Two-Step Approach ACL 2025 Robust Utility-Preserving Text Anonymization Based on Large Language Models ACL 2025 Rollback Speech: Smart Feedback Prompts for Lost Utterances in Unstable Online Calls Interspeech 2025 ROUTE: Robust Multitask Tuning and Collaboration for Text-to-SQL ICLR 2025 RTE-GMoE: A Model-agnostic Approach for Relation Triplet Extraction via Graph-based Mixture-of-Expert Mutual Learning EMNLP 2025 RuCCoD: Towards Automated ICD Coding in Russian EMNLP 2025 RUIE: Retrieval-based Unified Information Extraction using Large Language Model COLING 2025 Rule-Guided Extraction: A Hierarchical Rule Optimization Framework for Document-Level Event Argument Extraction EMNLP 2025 RxLens: Multi-Agent LLM-powered Scan and Order for Pharmacy NAACL 2025 SAIL: Sample-Centric In-Context Learning for Document Information Extraction AAAI 2025 SciEvent: Benchmarking Multi-domain Scientific Event Extraction EMNLP 2025