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 17011750 of 2874 papers

TitleStatusHype
Using Chinese Glyphs for Named Entity RecognitionCode0
Named Entity Recognition with Partially Annotated Training Data0
Hierarchical Meta-Embeddings for Code-Switching Named Entity RecognitionCode0
Ludwig: a type-based declarative deep learning toolboxCode3
Span-based Joint Entity and Relation Extraction with Transformer Pre-trainingCode0
Neural Correction Model for Open-Domain Named Entity RecognitionCode0
From English to Code-Switching: Transfer Learning with Strong Morphological CluesCode0
Dependency-Aware Named Entity Recognition with Relative and Global Attentions0
What Matters for Neural Cross-Lingual Named Entity Recognition: An Empirical Analysis0
Entity, Relation, and Event Extraction with Contextualized Span RepresentationsCode1
Czech Text Processing with Contextual Embeddings: POS Tagging, Lemmatization, Parsing and NER0
May I Check Again? -- A simple but efficient way to generate and use contextual dictionaries for Named Entity Recognition. Application to French Legal Texts0
#MeTooMaastricht: Building a chatbot to assist survivors of sexual harassmentCode0
Nested Named Entity Recognition via Second-best Sequence Learning and DecodingCode0
From Textual Information Sources to Linked Data in the Agatha Project0
Modeling Named Entity Embedding Distribution into Hypersphere0
CrossWeigh: Training Named Entity Tagger from Imperfect AnnotationsCode0
Introducing RONEC -- the Romanian Named Entity CorpusCode1
NSURL-2019 Task 7: Named Entity Recognition for Farsi0
Named-Entity Recognition for NorwegianCode0
Towards High Accuracy Named Entity Recognition for Icelandic0
May I Check Again? — A simple but efficient way to generate and use contextual dictionaries for Named Entity Recognition. Application to French Legal Texts.0
Projecting named entity recognizers without annotated or parallel corpora0
Evaluation of Stacked Embeddings for Bulgarian on the Downstream Tasks POS and NERC0
Named Entity Recognition in Information Security Domain for Russian0
Multilingual Language Models for Named Entity Recognition in German and English0
Development and Evaluation of Three Named Entity Recognition Systems for Serbian - The Case of Personal Names0
Toponym Detection in the Bio-Medical Domain: A Hybrid Approach with Deep Learning0
QuASE: Question-Answer Driven Sentence EncodingCode0
Entity Projection via Machine Translation for Cross-Lingual NERCode0
Adversarial Learning with Contextual Embeddings for Zero-resource Cross-lingual Classification and NER0
Named Entity Recognition Only from Word Embeddings0
NEZHA: Neural Contextualized Representation for Chinese Language UnderstandingCode0
Open Named Entity Modeling from Embedding Distribution0
Why Attention? Analyze BiLSTM Deficiency and Its Remedies in the Case of NERCode0
Exploiting Multiple Embeddings for Chinese Named Entity RecognitionCode0
A Morpho-Syntactically Informed LSTM-CRF Model for Named Entity Recognition0
Real-world Conversational AI for Hotel Bookings0
Query-Based Named Entity Recognition0
Position-Aware Self-Attention based Neural Sequence Labeling0
A Little Annotation does a Lot of Good: A Study in Bootstrapping Low-resource Named Entity RecognizersCode0
Hierarchically-Refined Label Attention Network for Sequence LabelingCode1
Fine-tuning BERT for Joint Entity and Relation Extraction in Chinese Medical TextCode0
Neural Architectures for Nested NER through LinearizationCode0
Simplify the Usage of Lexicon in Chinese NERCode0
Named Entity Recognition for Nepali LanguageCode0
Improving Multi-Word Entity Recognition for Biomedical Texts0
FlexNER: A Flexible LSTM-CNN Stack Framework for Named Entity Recognition0
Raw-to-End Name Entity Recognition in Social MediaCode0
Building a Massive Corpus for Named Entity Recognition using Free Open Data Sources0
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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