Information Extraction

CaRL-EM: Cost-Aware Reinforcement Learning for Entity Matching with LLMs ACL 2026 End-to-End Hyper-Relational Information Extraction for Engineering Diagrams via Dynamically Tokenized Relation Transformer CVPR 2026 EXCEEDS: Extracting Complex Events via Nugget-based Grid Modeling in Scientific Domain ACL 2026 FinReporting: An Agentic Workflow for Localized Reporting of Cross-Jurisdiction Financial Disclosure ACL 2026 IDP Accelerator: Agentic Document Intelligence from Extraction to Compliance Validation ACL 2026 LePREC: Reasoning as Classification over Structured Factors for Assessing Relevance of Legal Issues ACL 2026 Leveraging Generative AI for Extracting Business Requirements from Legacy COBOL and PL/I Code ACL 2026 Media-to-Insights: A Multi-Agent AI System for Continuous Media Monitoring, Analysis, and Reporting ACL 2026 NUST PsyAI at SemEval-2026 Task 10: Parameter-Efficient RoBERTa for Conspiracy Detection and Character-Level Marker Extraction SemEval 2026 RxnCaption: Reformulating Reaction Diagram Parsing as Visual Prompt Guided Captioning CVPR 2026 SchemaRAG: Dynamic Large Schema Reduction for LLM-driven Structured Information Extraction ACL 2026 SO-Bench: A Structural Output Evaluation of Multimodal LLM CVPR 2026 Team Macaroni at SemEval-2026 Task 10: PsyCoMark: Psycholinguistic Conspiracy Marker Extraction and Detection SemEval 2026 VerbaNexAI at SemEval-2026 Task 6: Automatic Detection of Political Evasion through Hierarchical Classification with RoBERTa Large SemEval 2026 YIELD: A Large-Scale Dataset and Evaluation Framework for Information Elicitation Agents ACL 2026 Auto Review: Second Stage Error Detection for Highly Accurate Information Extraction from Phone Conversations ACL 2025 COMM: Concentrated Margin Maximization for Robust Document-Level Relation Extraction AAAI 2025 Contradicted in Reliable, Replicated in Unreliable: Dual-Source Reference for Fake News Early Detection AAAI 2025 Cross-modal Multi-task Learning for Multimedia Event Extraction AAAI 2025 Detecting Legal Citations in United Kingdom Court Judgments EMNLP 2025 Employing Discourse Coherence Enhancement to Improve Cross-Document Event and Entity Coreference Resolution ACL 2025 Extracting Software Mentions and Relations using Transformers and LLM-Generated Synthetic Data at SOMD 2025 ACL 2025 Extraction of Information Provision Activity Requirements from EU Acquis EMNLP 2025 FGDGNN: Fine-Grained Dynamic Graph Neural Network for Rumor Detection on Social Media ACL 2025 From In-Distribution to Out-of-Distribution: Joint Loss for Improving Generalization in Software Mention and Relation Extraction ACL 2025