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Information Extraction

3209 directly classified papers

Papers per year

Papers

PARSE: LLM Driven Schema Optimization for Reliable Entity Extraction EMNLP 2025
Uncovering Argumentative Flow: A Question-Focus Discourse Structuring Framework EMNLP 2025
Effective Modeling of Generative Framework for Document-level Relational Triple Extraction COLING 2025
Entity Quality Enhancement in Knowledge Graphs through LLM-based Question Answering COLING 2025
CADS: A Systematic Literature Review on the Challenges of Abstractive Dialogue Summarization (Abstract Reprint) IJCAI 2025
RAED: Retrieval-Augmented Entity Description Generation for Emerging Entity Linking and Disambiguation EMNLP 2025
LexTime: A Benchmark for Temporal Ordering of Legal Events EMNLP 2025
Lost in Variation: An Unsupervised Methodology for Mining Lexico-syntactic Patterns in Middle Arabic Texts COLING 2025
READoc: A Unified Benchmark for Realistic Document Structured Extraction ACL 2025
Fusion meets Function: The Adaptive Selection-Generation Approach in Event Argument Extraction COLING 2025
Benchmarking Table Extraction: Multimodal LLMs vs Traditional OCR ACL 2025
DocIE@XLLM25: In-Context Learning for Information Extraction using Fully Synthetic Demonstrations ACL 2025
Knowledge Graph Completion with Relation-Aware Anchor Enhancement AAAI 2025
MAGIC: Generating Self-Correction Guideline for In-Context Text-to-SQL AAAI 2025
COMM: Concentrated Margin Maximization for Robust Document-Level Relation Extraction AAAI 2025
Promoting Knowledge Base Question Answering by Directing LLMs to Generate Task-relevant Logical Forms AAAI 2025
Logic Induced High-Order Reasoning Network for Event-Event Relation Extraction AAAI 2025
Enhancing Relation Extraction via Supervised Rationale Verification and Feedback AAAI 2025
Prototype-Guided Multimodal Relation Extraction based on Entity Attributes AAAI 2025
Entity Only vs. Inline Approaches: Evaluating LLMs for Adverse Drug Event Detection in Clinical Text (Student Abstract) AAAI 2025
ClinicalRAG: Automating Pharmaceutical Label Quality Control with Hierarchical RAG and Large Language Models AAAI 2025
Doc2Chart: Intent-Driven Zero-Shot Chart Generation from Documents EMNLP 2025
CycleOIE: A Low-Resource Training Framework For Open Information Extraction COLING 2025
Beyond Benchmarks: Building a Richer Cross-Document Event Coreference Dataset with Decontextualization NAACL 2025
LLM Driven Legal Text Analytics: A Case Study For Food Safety Violation Cases AACL 2025