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 26012650 of 2874 papers

TitleStatusHype
E-NER -- An Annotated Named Entity Recognition Corpus of Legal TextCode0
End-to-End System for Bacteria Habitat ExtractionCode0
BANER: Boundary-Aware LLMs for Few-Shot Named Entity RecognitionCode0
End-to-end Sequence Labeling via Bi-directional LSTM-CNNs-CRFCode0
An Unsupervised Multiple-Task and Multiple-Teacher Model for Cross-lingual Named Entity RecognitionCode0
Named Entity Recognition in Swedish Health Records with Character-Based Deep Bidirectional LSTMsCode0
Investigating OCR-Sensitive Neurons to Improve Entity Recognition in Historical DocumentsCode0
Raw-to-End Name Entity Recognition in Social MediaCode0
An Overview of the Active Gene Annotation Corpus and the BioNLP OST 2019 AGAC Track TasksCode0
Named Entity Recognition in the Romanian Legal DomainCode0
End-to-end Recurrent Neural Network Models for Vietnamese Named Entity Recognition: Word-level vs. Character-levelCode0
End-to-end Named Entity Recognition and Relation Extraction using Pre-trained Language ModelsCode0
IPOD: An Industrial and Professional Occupations Dataset and its Applications to Occupational Data Mining and AnalysisCode0
Uncertainty-Aware Cross-Lingual Transfer with Pseudo Partial LabelsCode0
Empower Sequence Labeling with Task-Aware Neural Language ModelCode0
Named Entity Recognition in Tweets: An Experimental StudyCode0
Context encoders as a simple but powerful extension of word2vecCode0
Fine-tuning BERT for Joint Entity and Relation Extraction in Chinese Medical TextCode0
"I've Heard of You!": Generate Spoken Named Entity Recognition Data for Unseen EntitiesCode0
IXA/Cogcomp at SemEval-2023 Task 2: Context-enriched Multilingual Named Entity Recognition using Knowledge BasesCode0
Impact of Subword Pooling Strategy on Cross-lingual Event DetectionCode0
Named Entity Recognition -- Is there a glass ceiling?Code0
BAND: Biomedical Alert News DatasetCode0
Context-Dependent Sentiment Analysis in User-Generated VideosCode0
A Novel Approach for Auto-Formulation of Optimization ProblemsCode0
Transfer Learning for Entity Recognition of Novel ClassesCode0
Uncertainty Estimation of Transformer Predictions for Misclassification DetectionCode0
Uncertainty Estimation on Sequential Labeling via Uncertainty TransmissionCode0
An Open Corpus for Named Entity Recognition in Historic NewspapersCode0
Backdoor Pre-trained Models Can Transfer to AllCode0
SoMeWeTa: A Part-of-Speech Tagger for German Social Media and Web TextsCode0
A Feature-Based Model for Nested Named-Entity Recognition at VLSP-2018 NER Evaluation CampaignCode0
An Information Extraction Study: Take In Mind the Tokenization!Code0
Span-based Joint Entity and Relation Extraction with Transformer Pre-trainingCode0
A Multi-way Parallel Named Entity Annotated Corpus for English, Tamil and SinhalaCode0
Span-based Named Entity Recognition by Generating and Compressing InformationCode0
A New Annotation Scheme for the Sejong Part-of-speech Tagged CorpusCode0
Reconciliation of Pre-trained Models and Prototypical Neural Networks in Few-shot Named Entity RecognitionCode0
Named Entity Recognition via Machine Reading Comprehension: A Multi-Task Learning ApproachCode0
A Comparative Analysis of Static Word Embeddings for HungarianCode0
Empirical Evaluation of Character-Based Model on Neural Named-Entity Recognition in Indonesian Conversational TextsCode0
Named Entity Recognition with Bidirectional LSTM-CNNsCode0
Reconstructing the house from the ad: Structured prediction on real estate classifiedsCode0
AdvPicker: Effectively Leveraging Unlabeled Data via Adversarial Discriminator for Cross-Lingual NERCode0
Understanding Model Robustness to User-generated Noisy TextsCode0
Named Entity Recognition with Extremely Limited DataCode0
Constrained Decoding for Computationally Efficient Named Entity Recognition TaggersCode0
Named Entity Recognition With Parallel Recurrent Neural NetworksCode0
Sparse Conditional Hidden Markov Model for Weakly Supervised Named Entity RecognitionCode0
Judicious Selection of Training Data in Assisting Language for Multilingual Neural NERCode0
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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