relation extraction

915 papers

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Also known as

MRE REE DOCRE OPENRE RE ERE DS-RE LRE NRE

Co-occurring keywords

named entity recognition (2801) information extraction (1071) distant supervision (314) knowledge graph (1795) entity extraction (257) large language model (12755) neural network (6616) few-shot learning (3390) knowledge base (801) zero-shot learning (3637)

Papers

Automated Knowledge Graph Construction using Large Language Models and Sentence Complexity Modelling EMNLP 2025

Bridging Generative and Discriminative Learning: Few-Shot Relation Extraction via Two-Stage Knowledge-Guided Pre-training IJCAI 2025

Causal Tree Extraction from Medical Case Reports: A Novel Task for Experts-like Text Comprehension EMNLP 2025

Towards Better Multi-task Learning: A Framework for Optimizing Dataset Combinations in Large Language Models NAACL 2025

DocIE@XLLM25: In-Context Learning for Information Extraction using Fully Synthetic Demonstrations ACL 2025

Relation Extraction or Pattern Matching? Unravelling the Generalisation Limits of Language Models for Biographical RE IJCNLP 2025

Modeling Complex Semantics Relation with Contrastively Fine-Tuned Relational Encoders ACL 2025

NakbaTR: A Turkish NER Dataset for Nakba Narratives COLING 2025

SOMD 2025: Fine-tuning ModernBERT for In- and Out-of-Distribution NER and Relation Extraction of Software Mentions in Scientific Texts ACL 2025

SOMD2025: A Challenging Shared Tasks for Software Related Information Extraction ACL 2025

A Variational Approach for Mitigating Entity Bias in Relation Extraction ACL 2025

Massively Multilingual Instruction-Following Information Extraction ACL 2025

From In-Distribution to Out-of-Distribution: Joint Loss for Improving Generalization in Software Mention and Relation Extraction ACL 2025

The contribution of LLMs to relation extraction in the economic field COLING 2025

ARPDL: Adaptive Relational Prior Distribution Loss as an Adapter for Document-Level Relation Extraction IJCAI 2025

Fine-Tuning Large Language Models for Relation Extraction within a Retrieval-Augmented Generation Framework ACL 2025

DocIE@XLLM25: UIEPrompter: A Unified Training-Free Framework for universal document-level information extraction via Structured Prompt ACL 2025

Zero-Shot Cross-Sentential Scientific Relation Extraction via Entity-Guided Summarization IJCNLP 2025

SURE: Mutually Visible Objects and Self-generated Candidate Labels For Relation Extraction COLING 2025

Improving Data Annotation for Low-Resource Relation Extraction with Logical Rule-Augmented Collaborative Language Models NAACL 2025

Enhancing Discriminative Representation in Similar Relation Clusters for Few-Shot Continual Relation Extraction NAACL 2025

BIOPSY - Biomarkers In Oncology: Pipeline for Structured Yielding EMNLP 2025

Can dependency parses facilitate generalization in language models? A case study of cross-lingual relation extraction NAACL 2025

SciNLP: A Domain-Specific Benchmark for Full-Text Scientific Entity and Relation Extraction in NLP EMNLP 2025

Benchmarking zero-shot biomedical relation triplet extraction across language model architectures ACL 2025