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 22512300 of 2874 papers

TitleStatusHype
Named Entity Recognition on Twitter for Turkish using Semi-supervised Learning with Word Embeddings0
Named Entity Recognition System for Dialectal Arabic0
Named Entity Recognition System for Sindhi Language0
Named Entity Recognition System for Urdu0
Named Entity Recognition through Deep Representation Learning and Weak Supervision0
Named Entity Recognition to Detect Criminal Texts on the Web0
Named entity recognition using conditional random fields with non-local relational constraints0
Named Entity Recognition using Cross-lingual Resources: Arabic as an Example0
Named entity recognition using GPT for identifying comparable companies0
Named Entity Recognition via Noise Aware Training Mechanism with Data Filter0
Named Entity Recognition with Bilingual Constraints0
Named Entity Recognition with Context-Aware Dictionary Knowledge0
Named entity recognition with document-specific KB tag gazetteers0
Named Entity Recognition with Partially Annotated Training Data0
Named Entity Recognition with stack residual LSTM and trainable bias decoding0
Named Entity Sequence Classification0
Named-Entity Tagging and Domain adaptation for Better Customized Translation0
Named Entity Tagging a Very Large Unbalanced Corpus: Training and Evaluating NE Classifiers0
Named Person Coreference in English News0
NameRec*: Highly Accurate and Fine-grained Person Name Recognition0
Name Translation based on Fine-grained Named Entity Recognition in a Single Language0
NanoNER: Named Entity Recognition for nanobiology using experts' knowledge and distant supervision0
Narrowing the Loop: Integration of Resources and Linguistic Dataset Development with Interactive Machine Learning0
N-ary Biographical Relation Extraction using Shortest Path Dependencies0
Natural Language Generation through Character-based RNNs with Finite-state Prior Knowledge0
Natural Language Processing Chains Inside a Cross-lingual Event-Centric Knowledge Pipeline for European Union Under-resourced Languages0
Natural Language Processing in Electronic Health Records in Relation to Healthcare Decision-making: A Systematic Review0
Natural Language Processing Methods for Enhancing Geographic Metadata for Phylogeography of Zoonotic Viruses0
Navigating the landscape of COVID-19 research through literature analysis: A bird's eye view0
NCSU\_SAS\_WOOKHEE: A Deep Contextual Long-Short Term Memory Model for Text Normalization0
NCUEE-NLP at SemEval-2022 Task 11: Chinese Named Entity Recognition Using the BERT-BiLSTM-CRF Model0
NEAR: Named Entity and Attribute Recognition of clinical concepts0
Negation Detection in Clinical Reports Written in German0
NER4all or Context is All You Need: Using LLMs for low-effort, high-performance NER on historical texts. A humanities informed approach0
NERAM : Named Entity Recognition for AMazighe language (RENAM: Syst\`eme de Reconnaissance des Entit\'es Nomm\'ees Amazighes) [in French]0
ner and pos when nothing is capitalized0
NER-BERT: A Pre-trained Model for Low-Resource Entity Tagging0
NERD: A Framework for Unifying Named Entity Recognition and Disambiguation Extraction Tools0
NER for Medical Entities in Twitter using Sequence to Sequence Neural Networks0
Healthcare NER Models Using Language Model Pretraining0
NER-MQMRC: Formulating Named Entity Recognition as Multi Question Machine Reading Comprehension0
NER-to-MRC: Named-Entity Recognition Completely Solving as Machine Reading Comprehension0
NERVE at ROCLING 2022 Shared Task: A Comparison of Three Named Entity Recognition Frameworks Based on Language Model and Lexicon Approach0
Nested Named Entity Recognition as Corpus Aware Holistic Structure Parsing0
Nested Named Entity Recognition as Holistic Structure Parsing0
Nested Named Entity Recognition as Latent Lexicalized Constituency Parsing0
Nested Named Entity Recognition for Chinese Electronic Health Records with QA-based Sequence Labeling0
Nested Named Entity Recognition from Medical Texts: An Adaptive Shared Network Architecture with Attentive CRF0
Nested Named Entity Recognition Revisited0
Nested Named Entity Recognition with Span-level Graphs0
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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