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 16511700 of 2874 papers

TitleStatusHype
Multilingual is not enough: BERT for FinnishCode0
Robust Named Entity Recognition with Truecasing Pretraining0
A Comparison of Architectures and Pretraining Methods for Contextualized Multilingual Word Embeddings0
Extracting clinical concepts from user queries0
Integrating Deep Learning with Logic Fusion for Information Extraction0
Design and implementation of an open source Greek POS Tagger and Entity Recognizer using spaCy0
Fast Intent Classification for Spoken Language UnderstandingCode0
HAMNER: Headword Amplified Multi-span Distantly Supervised Method for Domain Specific Named Entity Recognition0
A Primal Dual Formulation For Deep Learning With ConstraintsCode0
hauWE: Hausa Words Embedding for Natural Language Processing0
ScienceExamCER: A High-Density Fine-Grained Science-Domain Corpus for Common Entity Recognition0
Zero-Resource Cross-Lingual Named Entity RecognitionCode0
Global Health Monitor: A Web-based System for Detecting and Mapping Infectious Diseases0
Towards Lingua Franca Named Entity Recognition with BERT0
On the Vietnamese Name Entity Recognition: A Deep Learning Method Approach0
Using Error Decay Prediction to Overcome Practical Issues of Deep Active Learning for Named Entity Recognition0
Error Analysis for Vietnamese Named Entity Recognition on Deep Neural Network Models0
Enhanced Meta-Learning for Cross-lingual Named Entity Recognition with Minimal ResourcesCode0
Robustness to Capitalization Errors in Named Entity Recognition0
CamemBERT: a Tasty French Language ModelCode0
Knowledge Guided Named Entity Recognition for BioMedical Text0
Generalizing Natural Language Analysis through Span-relation RepresentationsCode0
SEPT: Improving Scientific Named Entity Recognition with Span Representation0
Porous Lattice-based Transformer Encoder for Chinese NERCode0
Dice Loss for Data-imbalanced NLP TasksCode0
Hierarchical Contextualized Representation for Named Entity RecognitionCode0
Integrating Dictionary Feature into A Deep Learning Model for Disease Named Entity Recognition0
A Deep Learning approach for Hindi Named Entity Recognition0
Improving Pre-Trained Multilingual Model with Vocabulary Expansion0
BIOfid Dataset: Publishing a German Gold Standard for Named Entity Recognition in Historical Biodiversity Literature0
Transfer Learning in Biomedical Named Entity Recognition: An Evaluation of BERT in the PharmaCoNER task0
A Lexicon-Based Graph Neural Network for Chinese NER0
An Overview of the Active Gene Annotation Corpus and the BioNLP OST 2019 AGAC Track TasksCode0
RACAI's System at PharmaCoNER 20190
VSP at PharmaCoNER 2019: Recognition of Pharmacological Substances, Compounds and Proteins with Recurrent Neural Networks in Spanish Clinical Cases0
Leverage Lexical Knowledge for Chinese Named Entity Recognition via Collaborative Graph NetworkCode0
Named Entity Recognition - Is There a Glass Ceiling?0
A Neural Pipeline Approach for the PharmaCoNER Shared Task using Contextual Exhaustive Models0
Contextualized Word Representations from Distant Supervision with and for NER0
Deep neural model with enhanced embeddings for pharmaceutical and chemical entities recognition in Spanish clinical text0
A Boundary-aware Neural Model for Nested Named Entity RecognitionCode0
Biomedical Named Entity Recognition with Multilingual BERTCode0
Reinforcement-based denoising of distantly supervised NER with partial annotation0
Reevaluating Argument Component Extraction in Low Resource Settings0
Neural Dependency Parsing of Biomedical Text: TurkuNLP entry in the CRAFT Structural Annotation Task0
``A Buster Keaton of Linguistics'': First Automated Approaches for the Extraction of Vossian Antonomasia0
DeepGeneMD: A Joint Deep Learning Model for Extracting Gene Mutation-Disease Knowledge from PubMed Literature0
UZH@CRAFT-ST: a Sequence-labeling Approach to Concept Recognition0
Gazetteer-Enhanced Attentive Neural Networks for Named Entity Recognition0
Similarity Based Auxiliary Classifier for Named Entity RecognitionCode0
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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