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Information Extraction

3209 directly classified papers

Papers per year

Papers

Quest2DataAgent: Automating End-to-End Scientific Data Collection EMNLP 2025
Promoting Knowledge Base Question Answering by Directing LLMs to Generate Task-relevant Logical Forms AAAI 2025
BioGraphia: A LLM-Assisted Biological Pathway Graph Annotation Platform EMNLP 2025
Logic Induced High-Order Reasoning Network for Event-Event Relation Extraction AAAI 2025
Empirical Study of Zero-shot Keyphrase Extraction with Large Language Models COLING 2025
Can LLMs be Good Graph Judge for Knowledge Graph Construction? EMNLP 2025
Multilingual Skill Extraction for Job Vacancy–Job Seeker Matching in Knowledge Graphs COLING 2025
Storybranch - generating multimedia content from novels NAACL 2025
SciRIFF: A Resource to Enhance Language Model Instruction-Following over Scientific Literature EMNLP 2025
RTE-GMoE: A Model-agnostic Approach for Relation Triplet Extraction via Graph-based Mixture-of-Expert Mutual Learning EMNLP 2025
LLM-OREF: An Open Relation Extraction Framework Based on Large Language Models EMNLP 2025
MusKGC: A Flexible Multi-source Knowledge Enhancement Framework for Open-World Knowledge Graph Completion EMNLP 2025
SciNLP: A Domain-Specific Benchmark for Full-Text Scientific Entity and Relation Extraction in NLP EMNLP 2025
Automated Knowledge Graph Construction using Large Language Models and Sentence Complexity Modelling EMNLP 2025
SciEvent: Benchmarking Multi-domain Scientific Event Extraction EMNLP 2025
Unsupervised Word-level Quality Estimation for Machine Translation Through the Lens of Annotators (Dis)agreement EMNLP 2025
Combining Constrained and Unconstrained Decoding via Boosting: BoostCD and Its Application to Information Extraction EMNLP 2025
Retrieval over Classification: Integrating Relation Semantics for Multimodal Relation Extraction EMNLP 2025
Multi-Document Event Extraction Using Large and Small Language Models EMNLP 2025
FT-MDT: Extracting Decision Trees from Medical Texts via a Novel Low-rank Adaptation Method EMNLP 2025
DocIE@XLLM25: In-Context Learning for Information Extraction using Fully Synthetic Demonstrations ACL 2025
Enhancing Large Language Model for Knowledge Graph Completion via Structure-Aware Alignment-Tuning EMNLP 2025
Semantic Networks Extracted from Students’ Think-Aloud Data are Correlated with Students’ Learning Performance EMNLP 2025
TIDES: Technical Information Discovery and Extraction System EMNLP 2025
COMM: Concentrated Margin Maximization for Robust Document-Level Relation Extraction AAAI 2025