| MedMentions: A Large Biomedical Corpus Annotated with UMLS Concepts | Feb 25, 2019 | Entity Linkingnamed-entity-recognition | CodeCode Available | 1 |
| BioBERT: a pre-trained biomedical language representation model for biomedical text mining | Jan 25, 2019 | Drug–drug Interaction ExtractionFew-Shot Learning | CodeCode Available | 1 |
| The Natural Language Decathlon: Multitask Learning as Question Answering | Jun 20, 2018 | DecoderDomain Adaptation | CodeCode Available | 1 |
| A Discourse-Level Named Entity Recognition and Relation Extraction Dataset for Chinese Literature Text | Nov 19, 2017 | Articlesnamed-entity-recognition | CodeCode Available | 1 |
| Deep Active Learning for Named Entity Recognition | Jul 19, 2017 | Active LearningDecoder | CodeCode Available | 1 |
| Semi-supervised Multitask Learning for Sequence Labeling | Apr 24, 2017 | ChunkingGrammatical Error Detection | CodeCode Available | 1 |
| A FOFE-based Local Detection Approach for Named Entity Recognition and Mention Detection | Nov 2, 2016 | named-entity-recognitionNamed Entity Recognition | CodeCode Available | 1 |
| An Incremental Parser for Abstract Meaning Representation | Aug 22, 2016 | Abstract Meaning RepresentationAMR Parsing | CodeCode Available | 1 |
| EstNLTK - NLP Toolkit for Estonian | May 1, 2016 | Morphological Analysisnamed-entity-recognition | CodeCode Available | 1 |
| Neural Architectures for Named Entity Recognition | Mar 4, 2016 | Named Entity RecognitionNamed Entity Recognition (NER) | CodeCode Available | 1 |
| Introduction to the CoNLL-2003 Shared Task: Language-Independent Named Entity Recognition | Jun 12, 2003 | Named Entity RecognitionNamed Entity Recognition (NER) | CodeCode Available | 1 |
| Flippi: End To End GenAI Assistant for E-Commerce | Jul 8, 2025 | Intent Detectionnamed-entity-recognition | —Unverified | 0 |
| Selecting and Merging: Towards Adaptable and Scalable Named Entity Recognition with Large Language Models | Jun 28, 2025 | named-entity-recognitionNamed Entity Recognition | CodeCode Available | 0 |
| Better Semi-supervised Learning for Multi-domain ASR Through Incremental Retraining and Data Filtering | Jun 5, 2025 | named-entity-recognitionNamed Entity Recognition | —Unverified | 0 |
| Dissecting Bias in LLMs: A Mechanistic Interpretability Perspective | Jun 5, 2025 | Linguistic Acceptabilitynamed-entity-recognition | —Unverified | 0 |
| Efficient Data Selection for Domain Adaptation of ASR Using Pseudo-Labels and Multi-Stage Filtering | Jun 4, 2025 | DecoderDomain Adaptation | —Unverified | 0 |
| EL4NER: Ensemble Learning for Named Entity Recognition via Multiple Small-Parameter Large Language Models | May 29, 2025 | Ensemble LearningIn-Context Learning | —Unverified | 0 |
| Named Entity Recognition in Historical Italian: The Case of Giacomo Leopardi's Zibaldone | May 26, 2025 | named-entity-recognitionNamed Entity Recognition | CodeCode Available | 0 |
| AmpleHate: Amplifying the Attention for Versatile Implicit Hate Detection | May 26, 2025 | Contrastive LearningHate Speech Detection | CodeCode Available | 0 |
| RetrieveAll: A Multilingual Named Entity Recognition Framework with Large Language Models | May 25, 2025 | Multilingual Named Entity Recognitionnamed-entity-recognition | —Unverified | 0 |
| FiLLM -- A Filipino-optimized Large Language Model based on Southeast Asia Large Language Model (SEALLM) | May 25, 2025 | Dependency ParsingLanguage Modeling | —Unverified | 0 |
| On Multilingual Encoder Language Model Compression for Low-Resource Languages | May 22, 2025 | Knowledge DistillationLanguage Modeling | —Unverified | 0 |
| Nested Named Entity Recognition as Single-Pass Sequence Labeling | May 22, 2025 | named-entity-recognitionNamed Entity Recognition | —Unverified | 0 |
| Does Synthetic Data Help Named Entity Recognition for Low-Resource Languages? | May 22, 2025 | Data Augmentationnamed-entity-recognition | —Unverified | 0 |
| HausaNLP: Current Status, Challenges and Future Directions for Hausa Natural Language Processing | May 20, 2025 | Language ModelingLanguage Modelling | —Unverified | 0 |
| A Case Study of Cross-Lingual Zero-Shot Generalization for Classical Languages in LLMs | May 19, 2025 | Machine Translationnamed-entity-recognition | CodeCode Available | 0 |
| Towards DS-NER: Unveiling and Addressing Latent Noise in Distant Annotations | May 18, 2025 | Language ModelingLanguage Modelling | CodeCode Available | 0 |
| Automated Detection of Clinical Entities in Lung and Breast Cancer Reports Using NLP Techniques | May 14, 2025 | named-entity-recognitionNamed Entity Recognition | —Unverified | 0 |
| LLM-based Prompt Ensemble for Reliable Medical Entity Recognition from EHRs | May 13, 2025 | named-entity-recognitionNamed Entity Recognition | —Unverified | 0 |
| A Comparative Analysis of Static Word Embeddings for Hungarian | May 12, 2025 | named-entity-recognitionNamed Entity Recognition | CodeCode Available | 0 |
| Development of a WAZOBIA-Named Entity Recognition System | May 10, 2025 | Machine Translationnamed-entity-recognition | —Unverified | 0 |
| A Benchmark Dataset and a Framework for Urdu Multimodal Named Entity Recognition | May 8, 2025 | named-entity-recognitionNamed Entity Recognition | —Unverified | 0 |
| Logits-Constrained Framework with RoBERTa for Ancient Chinese NER | May 5, 2025 | Chinese Named Entity RecognitionModel Selection | —Unverified | 0 |
| Positional Attention for Efficient BERT-Based Named Entity Recognition | May 3, 2025 | named-entity-recognitionNamed Entity Recognition | —Unverified | 0 |
| Zero-Shot Document-Level Biomedical Relation Extraction via Scenario-based Prompt Design in Two-Stage with LLM | May 2, 2025 | named-entity-recognitionNamed Entity Recognition | —Unverified | 0 |
| Natural Language Processing tools for Pharmaceutical Manufacturing Information Extraction from Patents | Apr 29, 2025 | Drug Discoverynamed-entity-recognition | CodeCode Available | 0 |
| Methods for Recognizing Nested Terms | Apr 22, 2025 | Dialogue Evaluationnamed-entity-recognition | CodeCode Available | 0 |
| LLMs as Data Annotators: How Close Are We to Human Performance | Apr 21, 2025 | In-Context Learningnamed-entity-recognition | —Unverified | 0 |
| Uncovering Conspiratorial Narratives within Arabic Online Content | Apr 18, 2025 | named-entity-recognitionNamed Entity Recognition | —Unverified | 0 |
| Knowledge Acquisition on Mass-shooting Events via LLMs for AI-Driven Justice | Apr 17, 2025 | ArticlesFew-Shot Learning | —Unverified | 0 |
| Automated Construction of a Knowledge Graph of Nuclear Fusion Energy for Effective Elicitation and Retrieval of Information | Apr 10, 2025 | Entity Resolutionnamed-entity-recognition | —Unverified | 0 |
| Enhancing NER Performance in Low-Resource Pakistani Languages using Cross-Lingual Data Augmentation | Apr 7, 2025 | Data AugmentationFew-Shot Learning | —Unverified | 0 |
| DynClean: Training Dynamics-based Label Cleaning for Distantly-Supervised Named Entity Recognition | Apr 6, 2025 | named-entity-recognitionNamed Entity Recognition | —Unverified | 0 |
| Unmasking the Reality of PII Masking Models: Performance Gaps and the Call for Accountability | Apr 5, 2025 | Entity Disambiguationnamed-entity-recognition | —Unverified | 0 |
| myNER: Contextualized Burmese Named Entity Recognition with Bidirectional LSTM and fastText Embeddings via Joint Training with POS Tagging | Apr 5, 2025 | named-entity-recognitionNamed Entity Recognition | CodeCode Available | 0 |
| Foundations and Evaluations in NLP | Apr 2, 2025 | Boundary DetectionDependency Parsing | —Unverified | 0 |
| Transformer-Based Named Entity Recognition for Automated Server Provisioning | Apr 1, 2025 | named-entity-recognitionNamed Entity Recognition | CodeCode Available | 0 |
| Synthesized Annotation Guidelines are Knowledge-Lite Boosters for Clinical Information Extraction | Apr 1, 2025 | Few-Shot Learningnamed-entity-recognition | —Unverified | 0 |
| Scraping the Shadows: Deep Learning Breakthroughs in Dark Web Intelligence | Apr 1, 2025 | Deep Learningnamed-entity-recognition | —Unverified | 0 |
| WHERE and WHICH: Iterative Debate for Biomedical Synthetic Data Augmentation | Mar 31, 2025 | counterfactualData Augmentation | —Unverified | 0 |