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Information Extraction

3209 directly classified papers

Papers per year

Papers

Frame First, Then Extract: A Frame-Semantic Reasoning Pipeline for Zero-Shot Relation Triplet Extraction EMNLP 2025
RoBGuard: Enhancing LLMs to Assess Risk of Bias in Clinical Trial Documents COLING 2025
COF: Adaptive Chain of Feedback for Comparative Opinion Quintuple Extraction COLING 2025
Empirical Study of Zero-shot Keyphrase Extraction with Large Language Models COLING 2025
Towards Effective Extraction and Evaluation of Factual Claims ACL 2025
Open-World Attribute Mining for E-Commerce Products with Multimodal Self-Correction Instruction Tuning ACL 2025
Extracting Software Mentions and Relations using Transformers and LLM-Generated Synthetic Data at SOMD 2025 ACL 2025
Multilingual Clinical Dialogue Summarization and Information Extraction with Qwen-1.5B LoRA IJCNLP 2025
SheffieldGATE at SemEval-2025 Task 2: Multi-Stage Reasoning with Knowledge Fusion for Entity Translation ACL 2025
MedQwen-PE: Medical Qwen for Parameter-Efficient Multilingual Patient-Centric Summarization, Question Answering and Information Extraction IJCNLP 2025
Zero-Shot Cross-Sentential Scientific Relation Extraction via Entity-Guided Summarization IJCNLP 2025
Entity Only vs. Inline Approaches: Evaluating LLMs for Adverse Drug Event Detection in Clinical Text (Student Abstract) AAAI 2025
SOMD 2025: Fine-tuning ModernBERT for In- and Out-of-Distribution NER and Relation Extraction of Software Mentions in Scientific Texts ACL 2025
ClinicalRAG: Automating Pharmaceutical Label Quality Control with Hierarchical RAG and Large Language Models AAAI 2025
Fine-Tuning Large Language Models for Relation Extraction within a Retrieval-Augmented Generation Framework ACL 2025
Inductive Learning on Heterogeneous Graphs Enhanced by LLMs for Software Mention Detection ACL 2025
Prototype-Guided Multimodal Relation Extraction based on Entity Attributes AAAI 2025
A Hybrid LLM and Supervised Model Pipeline for Polymer Property Extraction from Tables in Scientific Literature IJCNLP 2025
MAGIC: Generating Self-Correction Guideline for In-Context Text-to-SQL AAAI 2025
Automated Knowledge Graph Construction using Large Language Models and Sentence Complexity Modelling EMNLP 2025
COMM: Concentrated Margin Maximization for Robust Document-Level Relation Extraction AAAI 2025
SciEvent: Benchmarking Multi-domain Scientific Event Extraction EMNLP 2025
Enhancing Investment Opinion Ranking through Argument-Based Sentiment Analysis IJCNLP 2025
Knowledge Graph Completion with Relation-Aware Anchor Enhancement AAAI 2025
Promoting Knowledge Base Question Answering by Directing LLMs to Generate Task-relevant Logical Forms AAAI 2025