| 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 |
| Dissecting Bias in LLMs: A Mechanistic Interpretability Perspective | Jun 5, 2025 | Linguistic Acceptabilitynamed-entity-recognition | —Unverified | 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 |
| 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 |
| Does Synthetic Data Help Named Entity Recognition for Low-Resource Languages? | May 22, 2025 | Data Augmentationnamed-entity-recognition | —Unverified | 0 |
| Nested Named Entity Recognition as Single-Pass Sequence Labeling | May 22, 2025 | named-entity-recognitionNamed Entity Recognition | —Unverified | 0 |
| HausaNLP: Current Status, Challenges and Future Directions for Hausa Natural Language Processing | May 20, 2025 | Language ModelingLanguage Modelling | —Unverified | 0 |