Information Extraction

DocIE@XLLM25: UIEPrompter: A Unified Training-Free Framework for universal document-level information extraction via Structured Prompt ACL 2025 DocIE@XLLM25: ZeroSemble - Robust and Efficient Zero-Shot Document Information Extraction with Heterogeneous Large Language Model Ensembles ACL 2025 DocKS-RAG: Optimizing Document-Level Relation Extraction through LLM-Enhanced Hybrid Prompt Tuning ICML 2025 DocLayLLM: An Efficient Multi-modal Extension of Large Language Models for Text-rich Document Understanding CVPR 2025 DocSpiral: A Platform for Integrated Assistive Document Annotation through Human-in-the-Spiral ACL 2025 Document Attribution: Examining Citation Relationships using Large Language Models ACL 2025 Document-Level Event-Argument Data Augmentation for Challenging Role Types ACL 2025 Document-Level Relation Extraction with Global Relations and Entity Pair Reasoning ACL 2025 DongbaMIE: A Multimodal Information Extraction Dataset for Evaluating Semantic Understanding of Dongba Pictograms EMNLP 2025 Don’t Erase, Inform! Detecting and Contextualizing Harmful Language in Cultural Heritage Collections ACL 2025 Do We Need Large VLMs for Spotting Soccer Actions? IJCNLP 2025 Dynamic Reference Extraction and Linking across Multiple Scholarly Knowledge Graphs AACL 2025 EasyEA: Large Language Model is All You Need in Entity Alignment Between Knowledge Graphs ACL 2025 EC-RAFT: Automated Generation of Clinical Trial Eligibility Criteria through Retrieval-Augmented Fine-Tuning ACL 2025 Effective Modeling of Generative Framework for Document-level Relational Triple Extraction COLING 2025 Efficient Document-level Event Relation Extraction NAACL 2025 Empirical Study of Zero-shot Keyphrase Extraction with Large Language Models COLING 2025 Employing Discourse Coherence Enhancement to Improve Cross-Document Event and Entity Coreference Resolution ACL 2025 Empowering Healthcare Practitioners with Language Models: Structuring Speech Transcripts in Two Real-World Clinical Applications EMNLP 2025 EMRs2CSP : Mining Clinical Status Pathway from Electronic Medical Records ACL 2025 Encoder Fine-tuning with Stochastic Sampling Outperforms Open-weight GPT in Astronomy Knowledge Extraction AACL 2025 End-to-End Aspect-Guided Review Summarization at Scale EMNLP 2025 Enhancing Automatic Term Extraction with Large Language Models via Syntactic Retrieval ACL 2025 Enhancing Investment Opinion Ranking through Argument-Based Sentiment Analysis IJCNLP 2025 Enhancing Large Language Model for Knowledge Graph Completion via Structure-Aware Alignment-Tuning EMNLP 2025