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 501550 of 2874 papers

TitleStatusHype
Adversarial Adaptation for French Named Entity RecognitionCode0
LayoutLMv3: Pre-training for Document AI with Unified Text and Image MaskingCode0
BioNerFlair: biomedical named entity recognition using flair embedding and sequence taggerCode0
BIOptimus: Pre-training an Optimal Biomedical Language Model with Curriculum Learning for Named Entity RecognitionCode0
Automatic Extraction of Nested Entities in Clinical Referrals in SpanishCode0
A Cooperative Multi-Agent Framework for Zero-Shot Named Entity RecognitionCode0
Advancing NLP with Cognitive Language Processing SignalsCode0
Learning How to Active Learn by DreamingCode0
Learning Named Entity Tagger using Domain-Specific DictionaryCode0
GERNERMED++: Transfer Learning in German Medical NLPCode0
GNN-SL: Sequence Labeling Based on Nearest Examples via GNNCode0
GCDT: A Global Context Enhanced Deep Transition Architecture for Sequence LabelingCode0
Gazetteer-Enhanced Bangla Named Entity Recognition with BanglaBERT Semantic Embeddings K-Means-Infused CRF ModelCode0
Generalizing Few-Shot Named Entity Recognizers to Unseen Domains with Type-Related FeaturesCode0
FuzzyBIO: A Proposal for Fuzzy Representation of Discontinuous EntitiesCode0
Gated Task Interaction Framework for Multi-task Sequence TaggingCode0
Generalizing Natural Language Analysis through Span-relation RepresentationsCode0
From English to Code-Switching: Transfer Learning with Strong Morphological CluesCode0
An attention-based BiLSTM-CRF approach to document-level chemical named entity recognitionCode0
FsPONER: Few-shot Prompt Optimization for Named Entity Recognition in Domain-specific ScenariosCode0
Framing Named Entity Linking Error TypesCode0
From Cloze to Comprehension: Retrofitting Pre-trained Masked Language Model to Pre-trained Machine ReaderCode0
Generating Medical Prescriptions with Conditional TransformerCode0
FonMTL: Towards Multitask Learning for the Fon LanguageCode0
Automated tabulation of clinical trial results: A joint entity and relation extraction approach with transformer-based language representationsCode0
Automated Refugee Case Analysis: An NLP Pipeline for Supporting Legal PractitionersCode0
A Confidence-based Partial Label Learning Model for Crowd-Annotated Named Entity RecognitionCode0
Foreseeing the Benefits of Incidental SupervisionCode0
Finetuning BERT on Partially Annotated NER CorporaCode0
A Dual-Contrastive Framework for Low-Resource Cross-Lingual Named Entity RecognitionCode0
FLAIR: An Easy-to-Use Framework for State-of-the-Art NLPCode0
Fine-Grained Named Entity Recognition using ELMo and WikidataCode0
A Named Entity Recognition Corpus for Vietnamese Biomedical Texts to Support Tuberculosis TreatmentCode0
Dependency-Guided LSTM-CRF for Named Entity RecognitionCode0
Financial Named Entity Recognition: How Far Can LLM Go?Code0
Fine-grained Contract NER using instruction based modelCode0
Analyzing Research Trends in Inorganic Materials Literature Using NLPCode0
"FIJO": a French Insurance Soft Skill Detection DatasetCode0
FewTopNER: Integrating Few-Shot Learning with Topic Modeling and Named Entity Recognition in a Multilingual FrameworkCode0
A Domain Knowledge Enhanced Pre-Trained Language Model for Vertical Search: Case Study on Medicinal ProductsCode0
Fine-grained Entity Typing without Knowledge BaseCode0
Formulating Few-shot Fine-tuning Towards Language Model Pre-training: A Pilot Study on Named Entity RecognitionCode0
Improving Dialectal Slot and Intent Detection with Auxiliary Tasks: A Multi-Dialectal Bavarian Case StudyCode0
Leveraging Linguistic Structures for Named Entity Recognition with Bidirectional Recursive Neural NetworksCode0
FENEC : un corpus équilibré pour l’évaluation des entités nommées en français (FENEC : a balanced sample corpus for French named entity recognition )Code0
Fast Intent Classification for Spoken Language UnderstandingCode0
Feature-Dependent Confusion Matrices for Low-Resource NER Labeling with Noisy LabelsCode0
Few-shot classification in Named Entity Recognition TaskCode0
Analyzing BERT Cross-lingual Transfer Capabilities in Continual Sequence LabelingCode0
Analysis of Zero-Shot Crosslingual Learning between English and Korean for Named Entity RecognitionCode0
Show:102550
← PrevPage 11 of 58Next →

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