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 851900 of 2874 papers

TitleStatusHype
Building Named Entity Recognition Taggers via Parallel CorporaCode0
ESTEEM: A Novel Framework for Qualitatively Evaluating and Visualizing Spatiotemporal Embeddings in Social MediaCode0
SciAnnotate: A Tool for Integrating Weak Labeling Sources for Sequence LabelingCode0
Evaluating Named Entity Recognition: A comparative analysis of mono- and multilingual transformer models on a novel Brazilian corporate earnings call transcripts datasetCode0
Explicitly Capturing Relations between Entity Mentions via Graph Neural Networks for Domain-specific Named Entity RecognitionCode0
Sebastian, Basti, Wastl?! Recognizing Named Entities in Bavarian Dialectal DataCode0
Adversarial Self-Attention for Language UnderstandingCode0
An Unsupervised Multiple-Task and Multiple-Teacher Model for Cross-lingual Named Entity RecognitionCode0
Entity-Switched Datasets: An Approach to Auditing the In-Domain Robustness of Named Entity Recognition ModelsCode0
Entity Projection via Machine Translation for Cross-Lingual NERCode0
BANER: Boundary-Aware LLMs for Few-Shot Named Entity RecognitionCode0
Semantic Relation Classification via Bidirectional LSTM Networks with Entity-aware Attention using Latent Entity TypingCode0
Entity Recognition at First Sight: Improving NER with Eye Movement InformationCode0
Entry Separation using a Mixed Visual and Textual Language Model: Application to 19th century French Trade DirectoriesCode0
Dice Loss for Data-imbalanced NLP TasksCode0
Did You Enjoy the Last Supper? An Experimental Study on Cross-Domain NER Models for the Art DomainCode0
Baseline Needs More Love: On Simple Word-Embedding-Based Models and Associated Pooling MechanismsCode0
An Empirical Investigation Towards Efficient Multi-Domain Language Model Pre-trainingCode0
Different Tastes of Entities: Investigating Human Label Variation in Named Entity AnnotationsCode0
Enhancing Pharmacovigilance with Drug Reviews and Social MediaCode0
An Overview of the Active Gene Annotation Corpus and the BioNLP OST 2019 AGAC Track TasksCode0
Sequence Labeling Approach to the Task of Sentence Boundary DetectionCode0
DISARM: Detecting the Victims Targeted by Harmful MemesCode0
Enhancing Relation Extraction via Adversarial Multi-task LearningCode0
Enhancing Language Models for Financial Relation Extraction with Named Entities and Part-of-SpeechCode0
Entities, Dates, and Languages: Zero-Shot on Historical Texts with T0Code0
Exploiting Multiple Embeddings for Chinese Named Entity RecognitionCode0
DISTANT-CTO: A Zero Cost, Distantly Supervised Approach to Improve Low-Resource Entity Extraction Using Clinical Trials LiteratureCode0
Few-shot Learning for Named Entity Recognition in Medical TextCode0
Building a Kannada POS Tagger Using Machine Learning and Neural Network ModelsCode0
Enhanced Meta-Learning for Cross-lingual Named Entity Recognition with Minimal ResourcesCode0
E-NER -- An Annotated Named Entity Recognition Corpus of Legal TextCode0
Distantly Supervised Named Entity Recognition with Category-Oriented Confidence CalibrationCode0
A Hierarchical Multi-task Approach for Learning Embeddings from Semantic TasksCode0
Enhancing Deep Learning with Embedded Features for Arabic Named Entity RecognitionCode0
Distantly Supervised NER with Partial Annotation Learning and Reinforcement LearningCode0
End-to-end Recurrent Neural Network Models for Vietnamese Named Entity Recognition: Word-level vs. Character-levelCode0
A Novel Approach for Auto-Formulation of Optimization ProblemsCode0
End-to-end Sequence Labeling via Bi-directional LSTM-CNNs-CRFCode0
End-to-end Named Entity Recognition and Relation Extraction using Pre-trained Language ModelsCode0
End-to-End System for Bacteria Habitat ExtractionCode0
Enhancing deep neural networks with morphological informationCode0
Fine-tuning BERT for Joint Entity and Relation Extraction in Chinese Medical TextCode0
Empower Sequence Labeling with Task-Aware Neural Language ModelCode0
An Open Corpus for Named Entity Recognition in Historic NewspapersCode0
Breaking BERT: Understanding its Vulnerabilities for Named Entity Recognition through Adversarial AttackCode0
Empirical Evaluation of Character-Based Model on Neural Named-Entity Recognition in Indonesian Conversational TextsCode0
DKIE: Open Source Information Extraction for DanishCode0
Embeddings of Label Components for Sequence Labeling: A Case Study of Fine-grained Named Entity RecognitionCode0
Embedding Transfer for Low-Resource Medical Named Entity Recognition: A Case Study on Patient MobilityCode0
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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