relation extraction

Benchmarking zero-shot biomedical relation triplet extraction across language model architectures ACL 2025 BIOPSY - Biomarkers In Oncology: Pipeline for Structured Yielding EMNLP 2025 Bridging Generative and Discriminative Learning: Few-Shot Relation Extraction via Two-Stage Knowledge-Guided Pre-training IJCAI 2025 Can dependency parses facilitate generalization in language models? A case study of cross-lingual relation extraction NAACL 2025 Can LLMs be Good Graph Judge for Knowledge Graph Construction? EMNLP 2025 Causal Tree Extraction from Medical Case Reports: A Novel Task for Experts-like Text Comprehension EMNLP 2025 Collapse of Dense Retrievers: Short, Early, and Literal Biases Outranking Factual Evidence ACL 2025 Conservative Bias in Large Language Models: Measuring Relation Predictions ACL 2025 CROSSAGENTIE: Cross-Type and Cross-Task Multi-Agent LLM Collaboration for Zero-Shot Information Extraction ACL 2025 Dependency Parsing-Based Syntactic Enhancement of Relation Extraction in Scientific Texts EMNLP 2025 DocIE@XLLM25: In-Context Learning for Information Extraction using Fully Synthetic Demonstrations ACL 2025 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 Dynamic-prototype Contrastive Fine-tuning for Continual Few-shot Relation Extraction with Unseen Relation Detection COLING 2025 Effective Scene Graph Generation by Statistical Relation Distillation WACV 2025 Enhancing Discriminative Representation in Similar Relation Clusters for Few-Shot Continual Relation Extraction NAACL 2025 Enhancing Multi-Hop Fact Verification with Structured Knowledge-Augmented Large Language Models AAAI 2025 Enhancing multi-modal Relation Extraction with Reinforcement Learning Guided Graph Diffusion Framework COLING 2025 Enhancing Relation Extraction via Supervised Rationale Verification and Feedback AAAI 2025 Enhancing the Prototype Network with Local-to-Global Optimization for Few-Shot Relation Extraction NAACL 2025 Entangled Relations: Leveraging NLI and Meta-analysis to Enhance Biomedical Relation Extraction NAACL 2025 Exploring Multimodal Relation Extraction of Hierarchical Tabular Data with Multi-task Learning ACL 2025 Extracting Software Mentions and Relations using Transformers and LLM-Generated Synthetic Data at SOMD 2025 ACL 2025 Few-Shot, No Problem: Descriptive Continual Relation Extraction AAAI 2025