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 18511900 of 2874 papers

TitleStatusHype
Neural Metric Learning for Fast End-to-End Relation Extraction0
A Multi-Task Learning Framework for Extracting Drugs and Their Interactions from Drug Labels0
BERT Rediscovers the Classical NLP PipelineCode0
DATNet: Dual Adversarial Transfer for Low-resource Named Entity Recognition0
Neural Chinese Named Entity Recognition via CNN-LSTM-CRF and Joint Training with Word SegmentationCode0
Terminologies augmented recurrent neural network model for clinical named entity recognition0
Fine-Grained Named Entity Recognition using ELMo and WikidataCode0
Personalized sentence generation using generative adversarial networks with author-specific word usage0
An attention-based BiLSTM-CRF approach to document-level chemical named entity recognitionCode0
Knowledge-Augmented Language Model and its Application to Unsupervised Named-Entity RecognitionCode0
Effective Context and Fragment Feature Usage for Named Entity Recognition0
A Multi-task Learning Approach for Named Entity Recognition using Local Detection0
Advancing NLP with Cognitive Language Processing SignalsCode0
CAN-NER: Convolutional Attention Network for Chinese Named Entity RecognitionCode0
Aiding Intra-Text Representations with Visual Context for Multimodal Named Entity RecognitionCode0
Using Similarity Measures to Select Pretraining Data for NERCode0
Cyberthreat Detection from Twitter using Deep Neural NetworksCode0
A multi-constraint structured hinge loss for named-entity recognition0
CUTIE: Learning to Understand Documents with Convolutional Universal Text Information ExtractorCode0
In Search of Meaning: Lessons, Resources and Next Steps for Computational Analysis of Financial Discourse0
ner and pos when nothing is capitalized0
A Silver Standard Corpus of Human Phenotype-Gene RelationsCode0
LINSPECTOR: Multilingual Probing Tasks for Word RepresentationsCode0
Cloze-driven Pretraining of Self-attention Networks0
Audio De-identification: A New Entity Recognition Task0
Overview of the Ugglan Entity Discovery and Linking System0
Syllable-based Neural Named Entity Recognition for Myanmar Language0
ETNLP: a visual-aided systematic approach to select pre-trained embeddings for a downstream taskCode0
Named Entity Recognition for Electronic Health Records: A Comparison of Rule-based and Machine Learning Approaches0
F10-SGD: Fast Training of Elastic-net Linear Models for Text Classification and Named-entity Recognition0
Entity Recognition at First Sight: Improving NER with Eye Movement InformationCode0
Polyglot Contextual Representations Improve Crosslingual TransferCode0
Multi-Task Learning with Contextualized Word Representations for Extented Named Entity Recognition0
Star-TransformerCode0
VCWE: Visual Character-Enhanced Word EmbeddingsCode0
Pretrained language model transfer on neural named entity recognition in Indonesian conversational texts0
Transfer Learning for Sequence Labeling Using Source Model and Target Data0
A Smoother Way to Train Structured Prediction ModelsCode0
Massively Multilingual Transfer for NERCode0
Tuning Multilingual Transformers for Named Entity Recognition on Slavic LanguagesCode0
Revised JNLPBA Corpus: A Revised Version of Biomedical NER Corpus for Relation Extraction Task0
Semantic Relation Classification via Bidirectional LSTM Networks with Entity-aware Attention using Latent Entity TypingCode0
A Tweet Dataset Annotated for Named Entity Recognition and Stance DetectionCode0
Named Entity Recognition in Electronic Health Records Using Transfer Learning Bootstrapped Neural Networks0
Inorganic Materials Synthesis Planning with Literature-Trained Neural NetworksCode0
A Survey on Deep Learning for Named Entity RecognitionCode0
A Neural Multi-Task Learning Framework to Jointly Model Medical Named Entity Recognition and NormalizationCode0
Few-shot classification in Named Entity Recognition TaskCode0
Dynamic Transfer Learning for Named Entity Recognition0
Joint Entity Extraction and Assertion Detection for Clinical Text0
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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
4Spark NLPF189.13Unverified
5BLSTM-CNN-Char (SparkNLP)F189.13Unverified
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
8BLSTM-CNN-Char (SparkNLP)F189.73Unverified
9Spark NLPF189.73Unverified
10UniNER-7BF189.34Unverified