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Information Extraction

3209 directly classified papers

Papers per year

Papers

Data Gatherer: LLM-Powered Dataset Reference Extraction from Scientific Literature ACL 2025
SOMD 2025: Fine-tuning ModernBERT for In- and Out-of-Distribution NER and Relation Extraction of Software Mentions in Scientific Texts ACL 2025
Inductive Learning on Heterogeneous Graphs Enhanced by LLMs for Software Mention Detection ACL 2025
Extracting Software Mentions and Relations using Transformers and LLM-Generated Synthetic Data at SOMD 2025 ACL 2025
SheffieldGATE at SemEval-2025 Task 2: Multi-Stage Reasoning with Knowledge Fusion for Entity Translation ACL 2025
Fine-Tuning Large Language Models for Relation Extraction within a Retrieval-Augmented Generation Framework ACL 2025
From Syntax to Semantics: Evaluating the Impact of Linguistic Structures on LLM-Based Information Extraction ACL 2025
Cognitive Mirroring for DocRE: A Self-Supervised Iterative Reflection Framework with Triplet-Centric Explicit and Implicit Feedback ACL 2025
DocIE@XLLM25: UIEPrompter: A Unified Training-Free Framework for universal document-level information extraction via Structured Prompt ACL 2025
SpeechEE@XLLM25: Retrieval-Enhanced Few-Shot Prompting for Speech Event Extraction ACL 2025
Quest2DataAgent: Automating End-to-End Scientific Data Collection EMNLP 2025
FT-MDT: Extracting Decision Trees from Medical Texts via a Novel Low-rank Adaptation Method EMNLP 2025
The Search for Conflicts of Interest: Open Information Extraction in Scientific Publications EMNLP 2025
BioGraphia: A LLM-Assisted Biological Pathway Graph Annotation Platform EMNLP 2025
Hallucination Detection in Structured Query Generation via LLM Self-Debating EMNLP 2025
LLM as Entity Disambiguator for Biomedical Entity-Linking ACL 2025
XFormParser: A Simple and Effective Multimodal Multilingual Semi-structured Form Parser COLING 2025
BIOPSY - Biomarkers In Oncology: Pipeline for Structured Yielding EMNLP 2025
End-to-End Aspect-Guided Review Summarization at Scale EMNLP 2025
Leveraging Product Catalog Patterns for Multilingual E-commerce Product Attribute Prediction EMNLP 2025
Generation-Augmented Retrieval: Rethinking the Role of Large Language Models in Zero-Shot Relation Extraction EMNLP 2025
JaCorpTrack: Corporate History Event Extraction for Tracking Organizational Changes EMNLP 2025
RedactOR: An LLM-Powered Framework for Automatic Clinical Data De-Identification ACL 2025
Accelerating Antibiotic Discovery with Large Language Models and Knowledge Graphs ACL 2025
Prototype-Guided Multimodal Relation Extraction based on Entity Attributes AAAI 2025