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Information Extraction

3209 directly classified papers

Papers per year

Papers

Semantic Networks Extracted from Students’ Think-Aloud Data are Correlated with Students’ Learning Performance EMNLP 2025
Automated Knowledge Graph Construction using Large Language Models and Sentence Complexity Modelling EMNLP 2025
CiteBART: Learning to Generate Citations for Local Citation Recommendation EMNLP 2025
Task-aware Contrastive Mixture of Experts for Quadruple Extraction in Conversations with Code-like Replies and Non-opinion Detection EMNLP 2025
M-BRe: Discovering Training Samples for Relation Extraction from Unlabeled Texts with Large Language Models EMNLP 2025
LLM-OREF: An Open Relation Extraction Framework Based on Large Language Models EMNLP 2025
ViClaim: A Multilingual Multilabel Dataset for Automatic Claim Detection in Videos EMNLP 2025
Benchmarking LLMs on Semantic Overlap Summarization EMNLP 2025
MEBench: Benchmarking Large Language Models for Cross-Document Multi-Entity Question Answering EMNLP 2025
Improving Online Job Advertisement Analysis via Compositional Entity Extraction EMNLP 2025
Can LLMs Extract Frame-Semantic Arguments? EMNLP 2025
GLiNER2: Schema-Driven Multi-Task Learning for Structured Information Extraction EMNLP 2025
FT-MDT: Extracting Decision Trees from Medical Texts via a Novel Low-rank Adaptation Method EMNLP 2025
Taming the Real-world Complexities in CPT E/M Coding with Large Language Models EMNLP 2025
Spatial relation marking across languages: extraction, evaluation, analysis ACL 2025
RGR-KBQA: Generating Logical Forms for Question Answering Using Knowledge-Graph-Enhanced Large Language Model COLING 2025
The Role of Natural Language Processing Tasks in Automatic Literary Character Network Construction COLING 2025
TracSum: A New Benchmark for Aspect-Based Summarization with Sentence-Level Traceability in Medical Domain EMNLP 2025
Lost in Variation: An Unsupervised Methodology for Mining Lexico-syntactic Patterns in Middle Arabic Texts COLING 2025
Generation-Augmented and Embedding Fusion in Document-Level Event Argument Extraction COLING 2025
PARSE: LLM Driven Schema Optimization for Reliable Entity Extraction EMNLP 2025
MedQwen-PE: Medical Qwen for Parameter-Efficient Multilingual Patient-Centric Summarization, Question Answering and Information Extraction IJCNLP 2025
Efficient Document-level Event Relation Extraction NAACL 2025
ParaBLoCC: Parallel Basic Locative Constructions Corpus NAACL 2025
QM-AI at SemEval-2025 Task 6: an Ensemble of BERT Models for Promise Identification in ESG Context ACL 2025