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 18511900 of 2874 papers

TitleStatusHype
A Silver Standard Corpus of Human Phenotype-Gene RelationsCode0
SciBERT: A Pretrained Language Model for Scientific TextCode1
LINSPECTOR: Multilingual Probing Tasks for Word RepresentationsCode0
Cloze-driven Pretraining of Self-attention Networks0
Audio De-identification: A New Entity Recognition Task0
Overview of the Ugglan Entity Discovery and Linking System0
Syllable-based Neural Named Entity Recognition for Myanmar Language0
ETNLP: a visual-aided systematic approach to select pre-trained embeddings for a downstream taskCode0
Named Entity Recognition for Electronic Health Records: A Comparison of Rule-based and Machine Learning Approaches0
F10-SGD: Fast Training of Elastic-net Linear Models for Text Classification and Named-entity Recognition0
Multi-Task Learning with Contextualized Word Representations for Extented Named Entity Recognition0
Polyglot Contextual Representations Improve Crosslingual TransferCode0
Entity Recognition at First Sight: Improving NER with Eye Movement InformationCode0
MedMentions: A Large Biomedical Corpus Annotated with UMLS ConceptsCode1
Star-TransformerCode0
VCWE: Visual Character-Enhanced Word EmbeddingsCode0
Pretrained language model transfer on neural named entity recognition in Indonesian conversational texts0
Transfer Learning for Sequence Labeling Using Source Model and Target Data0
A Smoother Way to Train Structured Prediction ModelsCode0
Massively Multilingual Transfer for NERCode0
Tuning Multilingual Transformers for Named Entity Recognition on Slavic LanguagesCode0
Revised JNLPBA Corpus: A Revised Version of Biomedical NER Corpus for Relation Extraction Task0
BioBERT: a pre-trained biomedical language representation model for biomedical text miningCode1
Semantic Relation Classification via Bidirectional LSTM Networks with Entity-aware Attention using Latent Entity TypingCode0
A Tweet Dataset Annotated for Named Entity Recognition and Stance DetectionCode0
Named Entity Recognition in Electronic Health Records Using Transfer Learning Bootstrapped Neural Networks0
Inorganic Materials Synthesis Planning with Literature-Trained Neural NetworksCode0
A Survey on Deep Learning for Named Entity RecognitionCode0
A Neural Multi-Task Learning Framework to Jointly Model Medical Named Entity Recognition and NormalizationCode0
Few-shot classification in Named Entity Recognition TaskCode0
Joint Entity Extraction and Assertion Detection for Clinical Text0
Dynamic Transfer Learning for Named Entity Recognition0
Statement networks: a power structure narrative as depicted by newspapersCode0
Exploring the importance of context and embeddings in neural NER models for task-oriented dialogue systems0
Pathology Extraction from Chest X-Ray Radiology Reports: A Performance Study0
Inflection-Tolerant Ontology-Based Named Entity Recognition for Real-Time Applications0
Fine-tuning for Named Entity Recognition Using Part-of-Speech Tagging0
Bidirectional LSTM-CRF for Named Entity Recognition0
Attention-based BLSTM-CRF Architecture for Mongolian Named Entity Recognition0
Effectiveness of Character Language Model for Vietnamese Named Entity Recognition0
Last Words: What Can Be Accomplished with the State of the Art in Information Extraction? A Personal View0
Scalable graph-based individual named entity identification0
Combining neural and knowledge-based approaches to Named Entity Recognition in Polish0
HCqa: Hybrid and Complex Question Answering on Textual Corpus and Knowledge GraphCode0
Quantifying Uncertainties in Natural Language Processing Tasks0
Applying Citizen Science to Gene, Drug, Disease Relationship Extraction from Biomedical Abstracts0
A Hierarchical Multi-task Approach for Learning Embeddings from Semantic TasksCode0
Few-shot Learning for Named Entity Recognition in Medical TextCode0
An Analysis of the Semantic Annotation Task on the Linked Data Cloud0
Neural sequence labeling for Vietnamese POS Tagging and NER0
Show:102550
← PrevPage 38 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