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 27512800 of 2874 papers

TitleStatusHype
RITA: Automatic Framework for Designing of Resilient IoT ApplicationsCode0
Substitute Based SCODE Word Embeddings in Supervised NLP TasksCode0
Does Transliteration Help Multilingual Language Modeling?Code0
Sub-word information in pre-trained biomedical word representations: evaluation and hyper-parameter optimizationCode0
RoBERTa-based Traditional Chinese Medicine Named Entity Recognition ModelCode0
Robust Few-Shot Named Entity Recognition with Boundary Discrimination and Correlation PurificationCode0
Learning Task-specific Representation for Novel Words in Sequence LabelingCode0
Robust Lexical Features for Improved Neural Network Named-Entity RecognitionCode0
NeuroNER: an easy-to-use program for named-entity recognition based on neural networksCode0
Classification of US Supreme Court Cases using BERT-Based TechniquesCode0
NEZHA: Neural Contextualized Representation for Chinese Language UnderstandingCode0
CLaCLab at SocialDisNER: Using Medical Gazetteers for Named-Entity Recognition of Disease Mentions in Spanish TweetsCode0
The WEAVE Corpus: Annotating Synthetic Chemical Procedures in Patents with Chemical Named EntitiesCode0
Learning to Rank Context for Named Entity Recognition Using a Synthetic DatasetCode0
A Little Annotation does a Lot of Good: A Study in Bootstrapping Low-resource Named Entity RecognizersCode0
Robust Multilingual Named Entity Recognition with Shallow Semi-Supervised FeaturesCode0
NLATool: an Application for Enhanced Deep Text UnderstandingCode0
Robust Multilingual Part-of-Speech Tagging via Adversarial TrainingCode0
Robust Named Entity Recognition in Idiosyncratic DomainsCode0
NLPContributions: An Annotation Scheme for Machine Reading of Scholarly Contributions in Natural Language Processing LiteratureCode0
A Byte-sized Approach to Named Entity RecognitionCode0
Robustness of Demonstration-based Learning Under Limited Data ScenarioCode0
TKDP: Threefold Knowledge-enriched Deep Prompt Tuning for Few-shot Named Entity RecognitionCode0
LeNER-Br: a Dataset for Named Entity Recognition in Brazilian Legal TextCode0
Less than One-shot: Named Entity Recognition via Extremely Weak SupervisionCode0
Leverage Lexical Knowledge for Chinese Named Entity Recognition via Collaborative Graph NetworkCode0
Leveraging Expert Guided Adversarial Augmentation For Improving Generalization in Named Entity RecognitionCode0
Cisco at SemEval-2021 Task 5: What's Toxic?: Leveraging Transformers for Multiple Toxic Span Extraction from Online CommentsCode0
A Boundary Regression Model for Nested Named Entity RecognitionCode0
Leveraging Linguistic Structures for Named Entity Recognition with Bidirectional Recursive Neural NetworksCode0
NNVLP: A Neural Network-Based Vietnamese Language Processing ToolkitCode0
NoiseBench: Benchmarking the Impact of Real Label Noise on Named Entity RecognitionCode0
Robust to Noise Models in Natural Language Processing TasksCode0
CIAug: Equipping Interpolative Augmentation with Curriculum LearningCode0
Attentive Neural Network for Named Entity Recognition in VietnameseCode0
Doctor XAvIer: Explainable Diagnosis on Physician-Patient Dialogues and XAI EvaluationCode0
Neural Chinese Named Entity Recognition via CNN-LSTM-CRF and Joint Training with Word SegmentationCode0
UniTrans: Unifying Model Transfer and Data Transfer for Cross-Lingual Named Entity Recognition with Unlabeled DataCode0
A Neural Model for Text Localization, Transcription and Named Entity Recognition in Full PagesCode0
Do CoNLL-2003 Named Entity Taggers Still Work Well in 2023?Code0
DKIE: Open Source Information Extraction for DanishCode0
A Tidy Data Model for Natural Language Processing using cleanNLPCode0
A Survey on Recent Advances in Named Entity Recognition from Deep Learning modelsCode0
NovelPerspective: Identifying Point of View CharactersCode0
Linguistically Informed Relation Extraction and Neural Architectures for Nested Named Entity Recognition in BioNLP-OST 2019Code0
Aligning Multilingual Embeddings for Improved Code-switched Natural Language UnderstandingCode0
Distilling the Knowledge of Romanian BERTs Using Multiple TeachersCode0
Linking Health News to Research LiteratureCode0
Aiding Intra-Text Representations with Visual Context for Multimodal Named Entity RecognitionCode0
LinkNER: Linking Local Named Entity Recognition Models to Large Language Models using UncertaintyCode0
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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