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 22012250 of 2874 papers

TitleStatusHype
Multi-Task Learning with Contextualized Word Representations for Extented Named Entity Recognition0
Multi-task pre-finetuning for zero-shot cross lingual transfer0
Multi-task Transformer with Relation-attention and Type-attention for Named Entity Recognition0
Multi-Task Triplet Loss for Named Entity Recognition using Supplementary Text0
Multi-View Approach to Suggest Moderation Actions in Community Question Answering Sites0
Multi-View Learning of Word Embeddings via CCA0
Multi-word Entity Classification in a Highly Multilingual Environment0
Mutual Disambiguation for Entity Linking0
Mutual Reinforcement Effects in Japanese Sentence Classification and Named Entity Recognition Tasks0
N ^3 - A Collection of Datasets for Named Entity Recognition and Disambiguation in the NLP Interchange Format0
NaijaNER : Comprehensive Named Entity Recognition for 5 Nigerian Languages0
Named Entities in Medical Case Reports: Corpus and Experiments0
Named Entity and Relation Extraction with Multi-Modal Retrieval0
Named-Entity Based Sentiment Analysis of Nepali News Media Texts0
Named Entity Corpus Construction using Wikipedia and DBpedia Ontology0
Named Entity-Factored Transformer for Proper Noun Translation0
Named Entity Popularity Determination using Ensemble Learning0
Named Entity Recognition and Correction in OCRized Corpora (D\'etection et correction automatique d'entit\'es nomm\'ees dans des corpus OCRis\'es) [in French]0
Named Entity Recognition and Hashtag Decomposition to Improve the Classification of Tweets0
Named Entity Recognition and Linking Augmented with Large-Scale Structured Data0
Named Entity Recognition and Resolution in Legal Text0
Named Entity Recognition for Address Extraction in Speech-to-Text Transcriptions Using Synthetic Data0
Named Entity Recognition for Arabic Social Media0
Named Entity Recognition for Cancer Immunology Research Using Distant Supervision0
Named Entity Recognition for Electronic Health Records: A Comparison of Rule-based and Machine Learning Approaches0
Named Entity Recognition for French medieval charters0
Named Entity Recognition for Linguistic Rapid Response in Low-Resource Languages: Sorani Kurdish and Tajik0
Named Entity Recognition for Novel Types by Transfer Learning0
Named Entity Recognition for Partially Annotated Datasets0
Named entity recognition for Serbian legal documents: Design, methodology and dataset development0
Named Entity Recognition in Broadcast News Using Similar Written Texts0
Named entity recognition in chemical patents using ensemble of contextual language models0
Named Entity Recognition in Electronic Health Records Using Transfer Learning Bootstrapped Neural Networks0
Named Entity Recognition in Estonian0
Named Entity Recognition in Historic Legal Text: A Transformer and State Machine Ensemble Method0
Named Entity Recognition in Industrial Tables using Tabular Language Models0
Named Entity Recognition in Information Security Domain for Russian0
Named Entity Recognition in Multi-level Contexts0
Named entity recognition in resumes0
Named Entity Recognition in the Legal Domain using a Pointer Generator Network0
Named Entity Recognition in the Medical Domain with Constrained CRF Models0
Named Entity Recognition in the Style of Object Detection0
Named Entity Recognition in Twitter using Images and Text0
Named Entity Recognition in Unstructured Medical Text Documents0
Named Entity Recognition - Is There a Glass Ceiling?0
Named Entity Recognition of Persons' Names in Arabic Tweets0
Named Entity Recognition on Code-Switched Data Using Conditional Random Fields0
Named Entity Recognition on Code-Switched Data: Overview of the CALCS 2018 Shared Task0
Named Entity Recognition Only from Word Embeddings0
Named Entity Recognition on Turkish Tweets0
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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