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 201250 of 2874 papers

TitleStatusHype
Advancing Hungarian Text Processing with HuSpaCy: Efficient and Accurate NLP PipelinesCode1
CAMeL Tools: An Open Source Python Toolkit for Arabic Natural Language ProcessingCode1
Causal Distillation for Language ModelsCode1
HUE: Pretrained Model and Dataset for Understanding Hanja Documents of Ancient KoreaCode1
IITKGP at W-NUT 2020 Shared Task-1: Domain specific BERT representation for Named Entity Recognition of lab protocolCode1
CBLUE: A Chinese Biomedical Language Understanding Evaluation BenchmarkCode1
CogIE: An Information Extraction Toolkit for Bridging Texts and CogNetCode1
ANEA: Distant Supervision for Low-Resource Named Entity RecognitionCode1
ChineseBERT: Chinese Pretraining Enhanced by Glyph and Pinyin InformationCode1
Improving Named Entity Recognition with Attentive Ensemble of Syntactic InformationCode1
Improving Sequence Tagging for Vietnamese Text Using Transformer-based Neural ModelsCode1
An Effective Transition-based Model for Discontinuous NERCode1
CHisIEC: An Information Extraction Corpus for Ancient Chinese HistoryCode1
An Embarrassingly Easy but Strong Baseline for Nested Named Entity RecognitionCode1
Clinical-Longformer and Clinical-BigBird: Transformers for long clinical sequencesCode1
Instance-Based Learning of Span Representations: A Case Study through Named Entity RecognitionCode1
Interpretable Multi-dataset Evaluation for Named Entity RecognitionCode1
CleanCoNLL: A Nearly Noise-Free Named Entity Recognition DatasetCode1
An Empirical Study of Multi-Task Learning on BERT for Biomedical Text MiningCode1
Code and Named Entity Recognition in StackOverflowCode1
ACLM: A Selective-Denoising based Generative Data Augmentation Approach for Low-Resource Complex NERCode1
Coach: A Coarse-to-Fine Approach for Cross-domain Slot FillingCode1
An end to end approach for brand recognition in product titles with BI-LSTM-CRFCode1
An End-to-end Model for Entity-level Relation Extraction using Multi-instance LearningCode1
An End-to-End Progressive Multi-Task Learning Framework for Medical Named Entity Recognition and NormalizationCode1
A Human Subject Study of Named Entity Recognition (NER) in Conversational Music Recommendation QueriesCode1
An Enhanced Span-based Decomposition Method for Few-Shot Sequence LabelingCode1
KazNERD: Kazakh Named Entity Recognition DatasetCode1
AFET: Automatic Fine-Grained Entity Typing by Hierarchical Partial-Label EmbeddingCode1
KinyaBERT: a Morphology-aware Kinyarwanda Language ModelCode1
A Benchmark for Automatic Medical Consultation System: Frameworks, Tasks and DatasetsCode1
Enhancing Multilingual Language Model with Massive Multilingual Knowledge TriplesCode1
A Finnish News Corpus for Named Entity RecognitionCode1
KPI-EDGAR: A Novel Dataset and Accompanying Metric for Relation Extraction from Financial DocumentsCode1
A Neural Span-Based Continual Named Entity Recognition ModelCode1
An Empirical Study of Pre-trained Transformers for Arabic Information ExtractionCode1
A Neural Transition-based Model for Nested Mention RecognitionCode1
A FOFE-based Local Detection Approach for Named Entity Recognition and Mention DetectionCode1
Deep contextualized word representationsCode1
Learning from Noisy Labels for Entity-Centric Information ExtractionCode1
Contextualized Embeddings in Named-Entity Recognition: An Empirical Study on GeneralizationCode1
Lexicon Enhanced Chinese Sequence Labeling Using BERT AdapterCode1
DiaKG: an Annotated Diabetes Dataset for Medical Knowledge Graph ConstructionCode1
COVID-19 Named Entity Recognition for VietnameseCode1
A Frustratingly Easy Approach for Entity and Relation ExtractionCode1
Counterfactual Generator: A Weakly-Supervised Method for Named Entity RecognitionCode1
DataMUX: Data Multiplexing for Neural NetworksCode1
Application of Deep Learning in Generating Structured Radiology Reports: A Transformer-Based TechniqueCode1
An Incremental Parser for Abstract Meaning RepresentationCode1
Data Augmentation for Cross-Domain Named Entity RecognitionCode1
Show:102550
← PrevPage 5 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