| Domain-Specific NER via Retrieving Correlated Samples | Aug 27, 2022 | Named Entity RecognitionNamed Entity Recognition (NER) | CodeCode Available | 1 |
| FactMix: Using a Few Labeled In-domain Examples to Generalize to Cross-domain Named Entity Recognition | Aug 24, 2022 | Cross-Domain Named Entity RecognitionData Augmentation | CodeCode Available | 1 |
| An Embarrassingly Easy but Strong Baseline for Nested Named Entity Recognition | Aug 9, 2022 | named-entity-recognitionNamed Entity Recognition | CodeCode Available | 1 |
| Good Visual Guidance Make A Better Extractor: Hierarchical Visual Prefix for Multimodal Entity and Relation Extraction | Jul 1, 2022 | named-entity-recognitionNamed Entity Recognition | CodeCode Available | 1 |
| MultiNERD: A Multilingual, Multi-Genre and Fine-Grained Dataset for Named Entity Recognition (and Disambiguation) | Jul 1, 2022 | Entity Linkingnamed-entity-recognition | CodeCode Available | 1 |
| Multi-features based Semantic Augmentation Networks for Named Entity Recognition in Threat Intelligence | Jul 1, 2022 | named-entity-recognitionNamed Entity Recognition | CodeCode Available | 1 |
| End-to-End Chinese Speaker Identification | Jul 1, 2022 | coreference-resolutionCoreference Resolution | CodeCode Available | 1 |
| A Label-Aware Autoregressive Framework for Cross-Domain NER | Jul 1, 2022 | Cross-Domain Named Entity Recognitionnamed-entity-recognition | CodeCode Available | 1 |
| NERDA-Con: Extending NER models for Continual Learning -- Integrating Distinct Tasks and Updating Distribution Shifts | Jun 28, 2022 | Continual Learningnamed-entity-recognition | CodeCode Available | 1 |
| Endowing Language Models with Multimodal Knowledge Graph Representations | Jun 27, 2022 | Multilingual Named Entity Recognitionnamed-entity-recognition | CodeCode Available | 1 |
| TOKEN is a MASK: Few-shot Named Entity Recognition with Pre-trained Language Models | Jun 15, 2022 | DescriptiveDomain Adaptation | CodeCode Available | 1 |
| SsciBERT: A Pre-trained Language Model for Social Science Texts | Jun 9, 2022 | Language ModelingLanguage Modelling | CodeCode Available | 1 |
| Enhanced Entity Annotations for Multilingual Corpora | Jun 1, 2022 | ArticlesEntity Linking | CodeCode Available | 1 |
| A Twitter Corpus for Named Entity Recognition in Turkish | Jun 1, 2022 | named-entity-recognitionNamed Entity Recognition | CodeCode Available | 1 |
| FinBERT-MRC: financial named entity recognition using BERT under the machine reading comprehension paradigm | May 31, 2022 | Machine Reading Comprehensionnamed-entity-recognition | CodeCode Available | 1 |
| hmBERT: Historical Multilingual Language Models for Named Entity Recognition | May 31, 2022 | Language ModelingLanguage Modelling | CodeCode Available | 1 |
| RuNNE-2022 Shared Task: Recognizing Nested Named Entities | May 23, 2022 | Dialogue Evaluationnamed-entity-recognition | CodeCode Available | 1 |
| DeepStruct: Pretraining of Language Models for Structure Prediction | May 21, 2022 | coreference-resolutionCoreference Resolution | CodeCode Available | 1 |
| Pre-training Data Quality and Quantity for a Low-Resource Language: New Corpus and BERT Models for Maltese | May 21, 2022 | Cross-Lingual TransferDependency Parsing | CodeCode Available | 1 |
| Wojood: Nested Arabic Named Entity Corpus and Recognition using BERT | May 19, 2022 | Multi-Task Learningnamed-entity-recognition | CodeCode Available | 1 |
| Hero-Gang Neural Model For Named Entity Recognition | May 15, 2022 | modelnamed-entity-recognition | CodeCode Available | 1 |
| ViT5: Pretrained Text-to-Text Transformer for Vietnamese Language Generation | May 13, 2022 | Abstractive Text SummarizationDecoder | CodeCode Available | 1 |
| NFLAT: Non-Flat-Lattice Transformer for Chinese Named Entity Recognition | May 12, 2022 | Chinese Named Entity Recognitionnamed-entity-recognition | CodeCode Available | 1 |
| Ontology-Driven and Weakly Supervised Rare Disease Identification from Clinical Notes | May 11, 2022 | Entity Linkingnamed-entity-recognition | CodeCode Available | 1 |
| Good Visual Guidance Makes A Better Extractor: Hierarchical Visual Prefix for Multimodal Entity and Relation Extraction | May 7, 2022 | named-entity-recognitionNamed Entity Recognition | CodeCode Available | 1 |
| Wav2Seq: Pre-training Speech-to-Text Encoder-Decoder Models Using Pseudo Languages | May 2, 2022 | Automatic Speech RecognitionAutomatic Speech Recognition (ASR) | CodeCode Available | 1 |
| Thai Nested Named Entity Recognition Corpus | May 1, 2022 | ArticlesLanguage Modeling | CodeCode Available | 1 |
| GNNer: Reducing Overlapping in Span-based NER Using Graph Neural Networks | May 1, 2022 | named-entity-recognitionNamed Entity Recognition | CodeCode Available | 1 |
| Polyglot Prompt: Multilingual Multitask PrompTraining | Apr 29, 2022 | named-entity-recognitionNamed Entity Recognition | CodeCode Available | 1 |
| HiNER: A Large Hindi Named Entity Recognition Dataset | Apr 28, 2022 | named-entity-recognitionNamed Entity Recognition | CodeCode Available | 1 |
| Propose-and-Refine: A Two-Stage Set Prediction Network for Nested Named Entity Recognition | Apr 27, 2022 | named-entity-recognitionNamed Entity Recognition | CodeCode Available | 1 |
| Boundary Smoothing for Named Entity Recognition | Apr 26, 2022 | Chinese Named Entity Recognitionnamed-entity-recognition | CodeCode Available | 1 |
| Robust Self-Augmentation for Named Entity Recognition with Meta Reweighting | Apr 25, 2022 | named-entity-recognitionNamed Entity Recognition | CodeCode Available | 1 |
| KALA: Knowledge-Augmented Language Model Adaptation | Apr 22, 2022 | Domain AdaptationGeneral Knowledge | CodeCode Available | 1 |
| A Benchmark for Automatic Medical Consultation System: Frameworks, Tasks and Datasets | Apr 19, 2022 | Dialogue Act ClassificationDialogue Understanding | CodeCode Available | 1 |
| TASTEset -- Recipe Dataset and Food Entities Recognition Benchmark | Apr 16, 2022 | named-entity-recognitionNamed Entity Recognition | CodeCode Available | 1 |
| A Comparative Study of Pre-trained Encoders for Low-Resource Named Entity Recognition | Apr 11, 2022 | Contrastive LearningLow Resource Named Entity Recognition | CodeCode Available | 1 |
| Few-Shot Cross-lingual Transfer for Coarse-grained De-identification of Code-Mixed Clinical Texts | Apr 10, 2022 | Cross-Lingual TransferDe-identification | CodeCode Available | 1 |
| MINER: Improving Out-of-Vocabulary Named Entity Recognition from an Information Theoretic Perspective | Apr 9, 2022 | named-entity-recognitionNamed Entity Recognition | CodeCode Available | 1 |
| BioBART: Pretraining and Evaluation of A Biomedical Generative Language Model | Apr 8, 2022 | Entity LinkingLanguage Modeling | CodeCode Available | 1 |
| RuBioRoBERTa: a pre-trained biomedical language model for Russian language biomedical text mining | Apr 8, 2022 | Language ModelingLanguage Modelling | CodeCode Available | 1 |
| CyNER: A Python Library for Cybersecurity Named Entity Recognition | Apr 8, 2022 | named-entity-recognitionNamed Entity Recognition | CodeCode Available | 1 |
| BioRED: A Rich Biomedical Relation Extraction Dataset | Apr 8, 2022 | BenchmarkingBinary Relation Extraction | CodeCode Available | 1 |
| kNN-NER: Named Entity Recognition with Nearest Neighbor Search | Mar 31, 2022 | Few-Shot Learningnamed-entity-recognition | CodeCode Available | 1 |
| Computer Science Named Entity Recognition in the Open Research Knowledge Graph | Mar 28, 2022 | Articlesnamed-entity-recognition | CodeCode Available | 1 |
| Few-shot Named Entity Recognition with Self-describing Networks | Mar 23, 2022 | Few-shot NERNamed Entity Recognition | CodeCode Available | 1 |
| Parallel Instance Query Network for Named Entity Recognition | Mar 20, 2022 | Chinese Named Entity Recognitionnamed-entity-recognition | CodeCode Available | 1 |
| Radiology Text Analysis System (RadText): Architecture and Evaluation | Mar 19, 2022 | De-identificationnamed-entity-recognition | CodeCode Available | 1 |
| KinyaBERT: a Morphology-aware Kinyarwanda Language Model | Mar 16, 2022 | Language ModelingLanguage Modelling | CodeCode Available | 1 |
| Label Semantics for Few Shot Named Entity Recognition | Mar 16, 2022 | Few-Shot LearningFew-shot NER | CodeCode Available | 1 |