Information Extraction

Financial Risk Relation Identification through Dual-view Adaptation EMNLP 2025 Fine-Tuning Large Language Models for Relation Extraction within a Retrieval-Augmented Generation Framework ACL 2025 Fine-tuning LLMs to Extract Epilepsy Seizure Frequency Data from Health Records ACL 2025 Fin-ExBERT: User Intent based Text Extraction in Financial Context using Graph-Augmented BERT and trainable Plugin EMNLP 2025 Fragments to Facts: Partial-Information Fragment Inference from LLMs ICML 2025 Frame First, Then Extract: A Frame-Semantic Reasoning Pipeline for Zero-Shot Relation Triplet Extraction EMNLP 2025 FreeGen: Bridging Visual-Linguistic Discrepancies Towards Diffusion-based Pixel-level Data Synthesis AAAI 2025 From In-Distribution to Out-of-Distribution: Joint Loss for Improving Generalization in Software Mention and Relation Extraction ACL 2025 From Syntax to Semantics: Evaluating the Impact of Linguistic Structures on LLM-Based Information Extraction ACL 2025 FT-MDT: Extracting Decision Trees from Medical Texts via a Novel Low-rank Adaptation Method EMNLP 2025 Fusion meets Function: The Adaptive Selection-Generation Approach in Event Argument Extraction COLING 2025 GAVEL: Generative Attribute-Value Extraction Using LLMs on LLM-Augmented Datasets NAACL 2025 GDLLM: A Global Distance-aware Modeling Approach Based on Large Language Models for Event Temporal Relation Extraction EMNLP 2025 GEMS: Generation-Based Event Argument Extraction via Multi-perspective Prompts and Ontology Steering ACL 2025 Generating Diverse Training Samples for Relation Extraction with Large Language Models ACL 2025 Generating OpenAPI Specifications from Online API Documentation with Large Language Models ACL 2025 Generating Tables from the Parametric Knowledge of Language Models NAACL 2025 Generation-Augmented and Embedding Fusion in Document-Level Event Argument Extraction COLING 2025 Generation-Augmented Retrieval: Rethinking the Role of Large Language Models in Zero-Shot Relation Extraction EMNLP 2025 GenLink: Generation-Driven Schema-Linking via Multi-Model Learning for Text-to-SQL EMNLP 2025 Geo-Spatially Informed Models for Geocoding Unstructured Addresses COLING 2025 GLiM: Integrating Graph Transformer and LLM for Document-Level Biomedical Relation Extraction with Incomplete Labeling ACL 2025 GLiNER2: Schema-Driven Multi-Task Learning for Structured Information Extraction EMNLP 2025 GLiREL - Generalist Model for Zero-Shot Relation Extraction NAACL 2025 GLTW: Joint Improved Graph Transformer and LLM via Three-Word Language for Knowledge Graph Completion ACL 2025