Information Extraction

MPBoCo: Multimodal Prompt-based Boundary-enhanced Continual Framework for Joint Entity and Relation Extraction ACL 2026 Nahw: A Comprehensive Benchmark of Arabic Grammar Understanding, Error Detection, Correction, and Explanation EACL 2026 Natural-Language Policies to Executable Decisions: An Interpretable Large Language Model Framework ACL 2026 NLP Privacy Risk Identification in Social Media (NLP-PRISM): A Survey EACL 2026 Normalizing Health Concepts with Biomedical Embedding and LLMs EACL 2026 NOTAM-Evolve: A Knowledge-Guided Self-Evolving Optimization Framework with LLMs for NOTAM Interpretation AAAI 2026 NSF-SciFy: Mining the NSF Awards Database for Scientific Claims ACL 2026 NYCU Speech Lab at SemEval-2026 Task 3: Heterogeneous Model Ensemble with Adaptive Weighted Voting for Dimensional Aspect Sentiment Quadruplet Extraction SemEval 2026 OCR or Not? Rethinking Document Information Extraction in the MLLMs Era with Real-World Large-Scale Datasets EACL 2026 On the Role of Discriminative Models in Generative Relation Extraction ACL 2026 Overview of the SIGTURK 2026 Shared Task: Terminology-Aware Machine Translation for English–Turkish Scientific Texts EACL 2026 pAtChWoRK: Patching the Pieces of Public Procurement Documents ACL 2026 Piece of Table: A Divide-and-Conquer Approach for Selecting Subtables in Table Question Answering ACL 2026 PII-Bench: Evaluating Query-Aware Privacy Protection Systems ACL 2026 ProEthica: A Professional Role Based Ethical Analysis Tool Using LLM-Orchestrated, Ontology Supported Case Based Reasoning AAAI 2026 Query-Efficient Domain Knowledge Stealing Against Large Language Models AAAI 2026 Re2-DocRED: Revisiting Revisited-DocRED for Joint Entity and Relation Extraction EACL 2026 Reassessing Active Learning Adoption in Contemporary NLP: A Community Survey EACL 2026 Reflect Then Learn: Active Prompting for Information Extraction Guided by Introspective Confusion AAAI 2026 Reframing Responsibility: Framing-Aware Event Causality Identification ACL 2026 RegTrack: A Fine-Grained Benchmark for Multi-Class Legal Change Detection ACL 2026 RoSE: A Role Correlation Structure-Enhanced Model for Multi-Event Argument Extraction AAAI 2026 ScheMatiQ: From Research Question to Structured Data through Interactive Schema Discovery ACL 2026 SCIR: A Self-Correcting Iterative Refinement Framework for Enhanced Information Extraction Based on Schema AAAI 2026 Semantic Span Annotation: An Exploratory Study of LLM Annotation ACL 2026