SOTAVerified

Named Entity Recognition (NER)

Named Entity Recognition (NER) is a task of Natural Language Processing (NLP) that involves identifying and classifying named entities in a text into predefined categories such as person names, organizations, locations, and others. The goal of NER is to extract structured information from unstructured text data and represent it in a machine-readable format. Approaches typically use BIO notation, which differentiates the beginning (B) and the inside (I) of entities. O is used for non-entity tokens.

Example:

| Mark | Watney | visited | Mars | | --- | ---| --- | --- | | B-PER | I-PER | O | B-LOC |

( Image credit: Zalando )

Papers

Showing 551600 of 2874 papers

TitleStatusHype
Generating Medical Prescriptions with Conditional TransformerCode0
Gazetteer-Enhanced Bangla Named Entity Recognition with BanglaBERT Semantic Embeddings K-Means-Infused CRF ModelCode0
Attentive Neural Network for Named Entity Recognition in VietnameseCode0
GCDT: A Global Context Enhanced Deep Transition Architecture for Sequence LabelingCode0
FuzzyBIO: A Proposal for Fuzzy Representation of Discontinuous EntitiesCode0
Gated Task Interaction Framework for Multi-task Sequence TaggingCode0
Generalizing Few-Shot Named Entity Recognizers to Unseen Domains with Type-Related FeaturesCode0
Graph Convolutional Networks for Named Entity RecognitionCode0
Formulating Few-shot Fine-tuning Towards Language Model Pre-training: A Pilot Study on Named Entity RecognitionCode0
A Multi-way Parallel Named Entity Annotated Corpus for English, Tamil and SinhalaCode0
Framing Named Entity Linking Error TypesCode0
Foreseeing the Benefits of Incidental SupervisionCode0
From Cloze to Comprehension: Retrofitting Pre-trained Masked Language Model to Pre-trained Machine ReaderCode0
A Tidy Data Model for Natural Language Processing using cleanNLPCode0
A Deep Neural Network Model for the Task of Named Entity RecognitionCode0
FLAIR: An Easy-to-Use Framework for State-of-the-Art NLPCode0
FonMTL: Towards Multitask Learning for the Fon LanguageCode0
From English to Code-Switching: Transfer Learning with Strong Morphological CluesCode0
Fine-grained Entity Typing without Knowledge BaseCode0
A Multi-task Approach for Named Entity Recognition in Social Media DataCode0
Fine-Grained Named Entity Recognition using ELMo and WikidataCode0
A Survey on Recent Advances in Named Entity Recognition from Deep Learning modelsCode0
A Survey on Deep Learning for Named Entity RecognitionCode0
A Multi-Task Approach for Improving Biomedical Named Entity Recognition by Incorporating Multi-Granularity informationCode0
Financial Named Entity Recognition: How Far Can LLM Go?Code0
"FIJO": a French Insurance Soft Skill Detection DatasetCode0
Fine-grained Contract NER using instruction based modelCode0
Finetuning BERT on Partially Annotated NER CorporaCode0
FsPONER: Few-shot Prompt Optimization for Named Entity Recognition in Domain-specific ScenariosCode0
Graph Convolutional Networks for Named Entity RecognitionCode0
Few-Shot Domain Adaptation for Named-Entity Recognition via Joint Constrained k-Means and Subspace SelectionCode0
Few-shot Learning for Named Entity Recognition in Medical TextCode0
Few-shot classification in Named Entity Recognition TaskCode0
Fast Intent Classification for Spoken Language UnderstandingCode0
A Study of fastText Word Embedding Effects in Document Classification in Bangla LanguageCode0
Feature-Dependent Confusion Matrices for Low-Resource NER Labeling with Noisy LabelsCode0
ASTRAL: Adversarial Trained LSTM-CNN for Named Entity RecognitionCode0
A Comparison of Named Entity Recognition Tools Applied to Biographical TextsCode0
FENEC : un corpus équilibré pour l’évaluation des entités nommées en français (FENEC : a balanced sample corpus for French named entity recognition )Code0
Extraction of Medication and Temporal Relation from Clinical Text using Neural Language ModelsCode0
A Boundary Regression Model for Nested Named Entity RecognitionCode0
Assessing Demographic Bias in Named Entity RecognitionCode0
Extracting Impact Model Narratives from Social Services' TextCode0
Leveraging Cross-Lingual Transfer Learning in Spoken Named Entity Recognition SystemsCode0
Exploring Swedish & English fastText Embeddings for NER with the TransformerCode0
A Smoother Way to Train Structured Prediction ModelsCode0
Exploring Segment Representations for Neural Segmentation ModelsCode0
Exploring the Potential of Machine Translation for Generating Named Entity Datasets: A Case Study between Persian and EnglishCode0
FewTopNER: Integrating Few-Shot Learning with Topic Modeling and Named Entity Recognition in a Multilingual FrameworkCode0
Evolution of ESG-focused DLT Research: An NLP Analysis of the LiteratureCode0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1ACE + document-contextF194.6Unverified
2LUKE 483MF194.3Unverified
3Co-regularized LUKEF194.22Unverified
4LUKE + SubRegWeigh (K-means)F194.2Unverified
5ASP+T5-3BF194.1Unverified
6FLERT XLM-RF194.09Unverified
7PL-MarkerF194Unverified
8CL-KLF193.85Unverified
9XLNet-GCNF193.82Unverified
10RoBERTa + SubRegWeigh (K-means)F193.81Unverified
#ModelMetricClaimedVerifiedStatus
1BERT-MRC+DSCF192.07Unverified
2PL-MarkerF191.9Unverified
3Baseline + BSF191.74Unverified
4Biaffine-NERF191.3Unverified
5BERT-MRCF191.11Unverified
6PIQNF190.96Unverified
7HGNF190.92Unverified
8Syn-LSTM + BERT (wo doc-context)F190.85Unverified
9DiffusionNERF190.66Unverified
10W2NERF190.5Unverified
#ModelMetricClaimedVerifiedStatus
1BioBERTF189.71Unverified
2SpanModel + SequenceLabelingModelF189.6Unverified
3SciFive-BaseF189.39Unverified
4BLSTM-CNN-Char (SparkNLP)F189.13Unverified
5Spark NLPF189.13Unverified
6KeBioLMF189.1Unverified
7CL-KLF188.96Unverified
8BioKMNER + BioBERTF188.77Unverified
9BioLinkBERT (large)F188.76Unverified
10CompactBioBERTF188.67Unverified
#ModelMetricClaimedVerifiedStatus
1CL-KLF160.45Unverified
2RoBERTa + SubRegWeigh (K-means)F160.29Unverified
3BERT-CRF (Replicated in AdaSeq)F159.69Unverified
4RoBERTa-BiLSTM-contextF159.61Unverified
5BERT + RegLERF158.9Unverified
6TNER -xlm-r-largeF158.5Unverified
7HGNF157.41Unverified
8ASA + RoBERTaF157.3Unverified
9BERTweetF156.5Unverified
10MINERF154.86Unverified
#ModelMetricClaimedVerifiedStatus
1Ours: cross-sentence ALBF190.9Unverified
2GoLLIEF189.6Unverified
3PromptNER [RoBERTa-large]F188.26Unverified
4PIQNF187.42Unverified
5PromptNER [BERT-large]F187.21Unverified
6DiffusionNERF186.93Unverified
7BERT-MRCF186.88Unverified
8UniNER-7BF186.69Unverified
9Locate and LabelF186.67Unverified
10BoningKnifeF185.46Unverified
#ModelMetricClaimedVerifiedStatus
1KeBioLMF182Unverified
2BLSTM-CNN-Char (SparkNLP)F181.29Unverified
3Spark NLPF181.29Unverified
4BINDERF180.3Unverified
5BioMobileBERTF180.13Unverified
6BioLinkBERT (large)F180.06Unverified
7DistilBioBERTF179.97Unverified
8CompactBioBERTF179.88Unverified
9BioDistilBERTF179.1Unverified
10PubMedBERT uncasedF179.1Unverified
#ModelMetricClaimedVerifiedStatus
1BINDERF191.9Unverified
2ConNERF191.3Unverified
3CL-L2F190.99Unverified
4aimpedF190.95Unverified
5BertForTokenClassification (Spark NLP)F190.89Unverified
6BioLinkBERT (large)F190.22Unverified
7ELECTRAMedF190.03Unverified
8Spark NLPF189.73Unverified
9BLSTM-CNN-Char (SparkNLP)F189.73Unverified
10UniNER-7BF189.34Unverified