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Named Entity Recognition
1215 directly classified papers
Papers per year
2012: 1
2013: 1
2016: 7
2017: 45
2018: 79
2019: 124
2020: 139
2021: 144
2022: 218
2023: 198
2024: 113
2025: 141
2026: 5
Papers
ABDUL: A New Approach to Build Language Models for Dialects Using Formal Language Corpora Only
NAACL 2025
An evaluation of Named Entity Recognition tools for detecting person names in philosophical text
NAACL 2025
Named Entity Recognition for the Irish Language
NAACL 2025
LLMs are Better Than You Think: Label-Guided In-Context Learning for Named Entity Recognition
EMNLP 2025
Improving Named Entity Recognition for Low-Resource Languages Using Large Language Models: A Ukrainian Case Study
ACL 2025
UnCo: Uncertainty-Driven Collaborative Framework of Large and Small Models for Grounded Multimodal NER
EMNLP 2025
From In-Distribution to Out-of-Distribution: Joint Loss for Improving Generalization in Software Mention and Relation Extraction
ACL 2025
Mahānāma: A Unique Testbed for Literary Entity Discovery and Linking
EMNLP 2025
NakbaTR: A Turkish NER Dataset for Nakba Narratives
COLING 2025
ClimateIE: A Dataset for Climate Science Information Extraction
ACL 2025
GuideNER: Annotation Guidelines Are Better than Examples for In-Context Named Entity Recognition
AAAI 2025
Entity Decomposition with Filtering: A Zero-Shot Clinical Named Entity Recognition Framework
NAACL 2025
FinMind-Y-Me at the Regulations Challenge Task: Financial Mind Your Meaning based on THaLLE
COLING 2025
Extracting Software Mentions and Relations using Transformers and LLM-Generated Synthetic Data at SOMD 2025
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
MedLinkDE – MedDRA Entity Linking for German with Guided Chain of Thought Reasoning
EMNLP 2025
Improving Low-Resource Sequence Labeling with Knowledge Fusion and Contextual Label Explanations
EMNLP 2025
AMWAL: Named Entity Recognition for Arabic Financial News
COLING 2025
In-Context Learning on a Budget: A Case Study in Token Classification
NAACL 2025
LLM’s Weakness in NER Doesn’t Stop It from Enhancing a Stronger SLM
NAACL 2025
Findings of the VarDial Evaluation Campaign 2025: The NorSID Shared Task on Norwegian Slot, Intent and Dialect Identification
COLING 2025
Leveraging Machine-Generated Data for Joint Intent Detection and Slot Filling in Bangla: A Resource-Efficient Approach
COLING 2025
1-800-SHARED-TASKS@NLU of Devanagari Script Languages 2025: Detection of Language, Hate Speech, and Targets using LLMs
COLING 2025
Automating Annotation Guideline Improvements using LLMs: A Case Study
COLING 2025
Beyond Base Predictors: Using LLMs to Resolve Ambiguities in Akkadian Lemmatization
NAACL 2025
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