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Information Extraction

3209 directly classified papers

Papers per year

Papers

M-BRe: Discovering Training Samples for Relation Extraction from Unlabeled Texts with Large Language Models EMNLP 2025
ZOGRASCOPE: A New Benchmark for Semantic Parsing over Property Graphs EMNLP 2025
OmniDocBench: Benchmarking Diverse PDF Document Parsing with Comprehensive Annotations CVPR 2025
A Survey on LLM-Assisted Clinical Trial Recruitment IJCNLP 2025
Semantic Captioning: Benchmark Dataset and Graph-Aware Few-Shot In-Context Learning for SQL2Text COLING 2025
MRE-MI: A Multi-image Dataset for Multimodal Relation Extraction in Social Media Posts NAACL 2025
How to Talk to Language Models: Serialization Strategies for Structured Entity Matching NAACL 2025
Improving Data Annotation for Low-Resource Relation Extraction with Logical Rule-Augmented Collaborative Language Models NAACL 2025
Entity Pair-guided Relation Summarization and Retrieval in LLMs for Document-level Relation Extraction NAACL 2025
CLERC: A Dataset for U. S. Legal Case Retrieval and Retrieval-Augmented Analysis Generation NAACL 2025
Variable Extraction for Model Recovery in Scientific Literature NAACL 2025
Cascading Large Language Models for Salient Event Graph Generation NAACL 2025
Seeds of Discourse: A Multilingual Corpus of Direct Quotations from African Media on Agricultural Biotechnologies NAACL 2025
Data Gatherer: LLM-Powered Dataset Reference Extraction from Scientific Literature ACL 2025
Toward Reliable Clinical Coding with Language Models: Verification and Lightweight Adaptation EMNLP 2025
SQUiD: Synthesizing Relational Databases from Unstructured Text EMNLP 2025
Entangled Relations: Leveraging NLI and Meta-analysis to Enhance Biomedical Relation Extraction NAACL 2025
Introducing Spotlight: A Novel Approach for Generating Captivating Key Information from Documents EMNLP 2025
An Address Intelligence Framework for E-commerce Deliveries EMNLP 2025
On Assigning Product and Software Codes to Customer Service Requests with Large Language Models EMNLP 2025
Can LLMs be Good Graph Judge for Knowledge Graph Construction? EMNLP 2025
xCoRe: Cross-context Coreference Resolution EMNLP 2025
AM4DSP: Argumentation Mining in Structured Decentralized Discussion Platforms for Deliberative Democracy EMNLP 2025
Structuring Radiology Reports: Challenging LLMs with Lightweight Models EMNLP 2025
ET-MIER: Entity Type-guided Key Mention Identification and Evidence Retrieval for Document-level Relation Extraction EMNLP 2025