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Named Entity Recognition

1355 directly classified papers

Papers per year

Papers

A Scalable Framework for Automated NER Annotation Correction in Low-Resource Languages EACL 2026
DynamicNER: A Dynamic, Multilingual, and Fine-Grained Dataset for LLM-based Named Entity Recognition EMNLP 2025
OpenNER 1.0: Standardized Open-Access Named Entity Recognition Datasets in 50+ Languages EMNLP 2025
GLiNER2: Schema-Driven Multi-Task Learning for Structured Information Extraction EMNLP 2025
ALLabel: Three-stage Active Learning for LLM-based Entity Recognition using Demonstration Retrieval EMNLP 2025
MAKAR: a Multi-Agent framework based Knowledge-Augmented Reasoning for Grounded Multimodal Named Entity Recognition EMNLP 2025
AdminSet and AdminBERT: a Dataset and a Pre-trained Language Model to Explore the Unstructured Maze of French Administrative Documents COLING 2025
Retrieval Augmented Instruction Tuning for Open NER with Large Language Models COLING 2025
Multi-Task Pre-Finetuning of Lightweight Transformer Encoders for Text Classification and NER EMNLP 2025
silp_nlp at SemEval-2025 Task 2: An Effect of Entity Awareness in Machine Translation Using LLM ACL 2025
Multi-Grained Query-Guided Set Prediction Network for Grounded Multimodal Named Entity Recognition AAAI 2025
LCTeam at SemEval-2025 Task 3: Multilingual Detection of Hallucinations and Overgeneration Mistakes Using XLM-RoBERTa ACL 2025
FII the Best at SemEval 2025 Task 2: Steering State-of-the-art Machine Translation Models with Strategically Engineered Pipelines for Enhanced Entity Translation ACL 2025
NarrativeNexus at SemEval-2025 Task 10: Entity Framing and Narrative Extraction using BART ACL 2025
Bridging the Gap: Instruction-Tuned LLMs for Scientific Named Entity Recognition IJCNLP 2025
AHVE-CNER: Aligned Hanzi Visual Encoding Enhance Chinese Named Entity Recognition with Multi-Information COLING 2025
Speaker Identification and Dataset Construction Using LLMs: A Case Study on Japanese Narratives NAACL 2025
CUET_SR34 at CQs-Gen 2025: Critical Question Generation via Few-Shot LLMs – Integrating NER and Argument Schemes ACL 2025
BanNERD: A Benchmark Dataset and Context-Driven Approach for Bangla Named Entity Recognition NAACL 2025
CLASSER: Cross-lingual Annotation Projection enhancement through Script Similarity for Fine-grained Named Entity Recognition IJCNLP 2025
HausaNLP: Current Status, Challenges and Future Directions for Hausa Natural Language Processing 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
Extracting Software Mentions and Relations using Transformers and LLM-Generated Synthetic Data at SOMD 2025 ACL 2025
Advacheck at SemEval-2025 Task 3: Combining NER and RAG to Spot Hallucinations in LLM Answers ACL 2025
A Comparative Analysis of Word Segmentation, Part-of-Speech Tagging, and Named Entity Recognition for Historical Chinese Sources, 1900-1950 NAACL 2025