information extraction

1071 papers

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VIE OIE IE WIE

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named entity recognition (2801) large language model (12755) relation extraction (915) text classification (6776) knowledge graph (1795) event extraction (389) natural language processing (2027) question answering (2904) text mining (298) entity extraction (257)

Papers

Unveiling the Deficiencies of Pre-trained Text-and-Layout Models in Real-world Visually-rich Document Information Extraction EACL 2026

Lost in Formatting: How Output Formats Skew LLM Performance on Information Extraction EACL 2026

ExStrucTiny: A Benchmark for Schema-Variable Structured Information Extraction from Document Images EACL 2026

MMUIE: Massive Multi-Domain Universal Information Extraction for Long Documents EACL 2026

TextMineX: Data, Evaluation Framework and Ontology-guided LLM Pipeline for Humanitarian Mine Action EACL 2026

Back-of-the-Book Index Automation for Arabic Documents EACL 2026

Catalogues as Data: Interpretable NLP Pipelines for Ottoman-Turkish Bibliographies EACL 2026

Using a Human-AI Teaming Approach to Create and Curate Scientific Datasets with the SciLire System EACL 2026

ABCD-LINK: Annotation Bootstrapping for Cross-Document Fine-Grained Links EACL 2026

entity-linkings: A Unified Library for Entity Linking EACL 2026

A Deployed Investigative AI Search Engine for Combating Human Trafficking at Web Scale AAAI 2026

Can LLMs Identify Tax Abuse? AAAI 2026

OIDA-QA: A Multimodal Benchmark for Analyzing the Opioid Industry Documents Archive AAAI 2026

Reflect Then Learn: Active Prompting for Information Extraction Guided by Introspective Confusion AAAI 2026

GSAP-ERE: Fine-Grained Scholarly Entity and Relation Extraction Focused on Machine Learning AAAI 2026

ClinicalTrialsHub: Bridging Registries and Literature for Comprehensive Clinical Trial Access EACL 2026

SCIR: A Self-Correcting Iterative Refinement Framework for Enhanced Information Extraction Based on Schema AAAI 2026

A Reasoning Paradigm for Named Entity Recognition AAAI 2026

Discovering Latent Facts from Context to Construct Richer Open Knowledge Graphs AAAI 2026

RescueLens: LLM-Powered Triage and Action on Volunteer Feedback for Food Rescue AAAI 2026

TAdaRAG: Task Adaptive Retrieval-Augmented Generation via On-the-Fly Knowledge Graph Construction AAAI 2026

NOTAM-Evolve: A Knowledge-Guided Self-Evolving Optimization Framework with LLMs for NOTAM Interpretation AAAI 2026

A Graph-Augmented Liquid Neural Network for Extracting Food Hazards and Disease Outbreaks EACL 2026

SinhaLegal: A Benchmark Corpus for Information Extraction and Analysis in Sinhala Legislative Texts EACL 2026

Arabic Citation Parsing using Part of Speech and Named Entity Recognition EACL 2026