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Information Extraction

3209 directly classified papers

Papers per year

Papers

PreClinIE: An Annotated Corpus for Information Extraction in Preclinical Studies ACL 2025
BioGraphia: A LLM-Assisted Biological Pathway Graph Annotation Platform EMNLP 2025
ClimateIE: A Dataset for Climate Science Information Extraction ACL 2025
Quest2DataAgent: Automating End-to-End Scientific Data Collection EMNLP 2025
Problem Solved? Information Extraction Design Space for Layout-Rich Documents using LLMs EMNLP 2025
ET-MIER: Entity Type-guided Key Mention Identification and Evidence Retrieval for Document-level Relation Extraction EMNLP 2025
Hallucination Detection in Structured Query Generation via LLM Self-Debating EMNLP 2025
AutoPsyC: Automatic Recognition of Psychodynamic Conflicts from Semi-structured Interviews with Large Language Models NAACL 2025
SMARTMiner: Extracting and Evaluating SMART Goals from Low-Resource Health Coaching Notes EMNLP 2025
Mixture of LoRA Experts for Continual Information Extraction with LLMs EMNLP 2025
Fusion meets Function: The Adaptive Selection-Generation Approach in Event Argument Extraction COLING 2025
The Search for Conflicts of Interest: Open Information Extraction in Scientific Publications EMNLP 2025
FigEx: Aligned Extraction of Scientific Figures and Captions EMNLP 2025
Dependency Parsing-Based Syntactic Enhancement of Relation Extraction in Scientific Texts EMNLP 2025
Empirical Study of Zero-shot Keyphrase Extraction with Large Language Models COLING 2025
CycleOIE: A Low-Resource Training Framework For Open Information Extraction COLING 2025
LLM-Based Web Data Collection for Research Dataset Creation EMNLP 2025
RGR-KBQA: Generating Logical Forms for Question Answering Using Knowledge-Graph-Enhanced Large Language Model COLING 2025
A Compressive Memory-based Retrieval Approach for Event Argument Extraction COLING 2025
COF: Adaptive Chain of Feedback for Comparative Opinion Quintuple Extraction COLING 2025
MARIO-0.5B: A Multi-Agent Lightweight Model for Real-Time Open Information Extraction in Low-Resource Settings EMNLP 2025
Converting Annotated Clinical Cases into Structured Case Report Forms ACL 2025
SURE: Mutually Visible Objects and Self-generated Candidate Labels For Relation Extraction COLING 2025
XFormParser: A Simple and Effective Multimodal Multilingual Semi-structured Form Parser COLING 2025
Linking Language-based Distortion Detection to Mental Health Outcomes NAACL 2025