Relation Extraction

A Dynamic Self-Evolving Extraction System ACL 2026 ATGL: An Adaptive-Threshold Global Loss for Document-level Relation Extraction ACL 2026 Combining Distantly Supervised Models with In Context Learning for Monolingual and Cross-Lingual Relation Extraction ACL 2026 DEBAR: Mitigating Contextual Bias in Cross-Document Relation Extraction via Dual-Stream Decoupling ACL 2026 End-to-End Hyper-Relational Information Extraction for Engineering Diagrams via Dynamically Tokenized Relation Transformer CVPR 2026 Enhanced Reasoning for Biomedical Document-Level Relation Extraction via a Novel Cascade Language Model Framework ACL 2026 Enhancing Lexical Relation Mining with Structured Sememe Knowledge ACL 2026 LexRel: Benchmarking Legal Relation Extraction for Chinese Civil Cases ACL 2026 LLMs Underperform Graph-Based Parsers on Supervised Relation Extraction for Complex Graphs ACL 2026 R1-RE: Cross-Domain Relation Extraction with RLVR ACL 2026 Structured Semantic Information Helps Retrieve Better Examples for In-Context Learning Applied to Few-Shot Relation Extraction ACL 2026 A Variational Approach for Mitigating Entity Bias in Relation Extraction ACL 2025 Benchmarking zero-shot biomedical relation triplet extraction across language model architectures ACL 2025 COMM: Concentrated Margin Maximization for Robust Document-Level Relation Extraction AAAI 2025 Few-Shot, No Problem: Descriptive Continual Relation Extraction AAAI 2025 Generating Diverse Training Samples for Relation Extraction with Large Language Models ACL 2025 Mitigating Non-Representative Prototypes and Representation Bias in Few-Shot Continual Relation Extraction ACL 2025 Modeling Complex Semantics Relation with Contrastively Fine-Tuned Relational Encoders ACL 2025 Prototype-Guided Multimodal Relation Extraction based on Entity Attributes AAAI 2025 SOMD2025: A Challenging Shared Tasks for Software Related Information Extraction ACL 2025 WojoodRelations: Arabic Relation Extraction Corpus and Modeling EMNLP 2025 A Hierarchical Network for Multimodal Document-Level Relation Extraction AAAI 2024 Beyond the Numbers: Transparency in Relation Extraction Benchmark Creation and Leaderboards EMNLP 2024 Bio-RFX: Refining Biomedical Extraction via Advanced Relation Classification and Structural Constraints EMNLP 2024 Continual Few-shot Relation Extraction via Adaptive Gradient Correction and Knowledge Decomposition ACL 2024