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 10011050 of 2874 papers

TitleStatusHype
Context-NER : Contextual Phrase Generation at ScaleCode1
Low-Resource Named Entity Recognition Based on Multi-hop Dependency TriggerCode0
Self-Training with Differentiable Teacher0
CONTaiNER: Few-Shot Named Entity Recognition via Contrastive LearningCode1
What are the attackers doing now? Automating cyber threat intelligence extraction from text on pace with the changing threat landscape: A survey0
MDAPT: Multilingual Domain Adaptive Pretraining in a Single ModelCode0
Everything Is All It Takes: A Multipronged Strategy for Zero-Shot Cross-Lingual Information ExtractionCode1
Task-adaptive Pre-training and Self-training are Complementary for Natural Language Understanding0
Packed Levitated Marker for Entity and Relation ExtractionCode1
RockNER: A Simple Method to Create Adversarial Examples for Evaluating the Robustness of Named Entity Recognition ModelsCode1
Clinical Trial Information Extraction with BERT0
Learning from Language Description: Low-shot Named Entity Recognition via Decomposed Framework0
AdaK-NER: An Adaptive Top-K Approach for Named Entity Recognition with Incomplete Annotations0
Efficient Test Time Adapter Ensembling for Low-resource Language VarietiesCode1
Distantly-Supervised Named Entity Recognition with Noise-Robust Learning and Language Model Augmented Self-TrainingCode1
AutoTriggER: Label-Efficient and Robust Named Entity Recognition with Auxiliary Trigger Extraction0
Semantic Parsing in Task-Oriented Dialog with Recursive Insertion-based Encoder0
Truth Discovery in Sequence Labels from CrowdsCode0
Biomedical and Clinical Language Models for Spanish: On the Benefits of Domain-Specific Pretraining in a Mid-Resource Scenario0
ELIT: Emory Language and Information ToolkitCode1
Data Augmentation for Cross-Domain Named Entity RecognitionCode1
Error Detection in Large-Scale Natural Language Understanding Systems Using Transformer Models0
Empirical Study of Named Entity Recognition Performance Using Distribution-aware Word Embedding0
An Open-Source Dataset and A Multi-Task Model for Malay Named Entity Recognition0
Imposing Relation Structure in Language-Model Embeddings Using Contrastive LearningCode1
Employing Wikipedia as a resource for Named Entity Recognition in Morphologically complex under-resourced languages0
TR-SEQ: Named Entity Recognition Dataset for Turkish Search Engine Queries0
ComboNER: A Lightweight All-In-One POS Tagger, Dependency Parser and NER0
Transfer Learning for Czech Historical Named Entity Recognition0
BERT-PersNER: A New Model for Persian Named Entity Recognition0
Corpus Creation and Language Identification in Low-Resource Code-Mixed Telugu-English Text0
Multilingual Epidemic Event Extraction : From Simple Classification Methods to Open Information Extraction (OIE) and Ontology0
Boosting Cross-Lingual Transfer via Self-Learning with Uncertainty EstimationCode0
Multi-Task Triplet Loss for Named Entity Recognition using Supplementary Text0
TNNT: The Named Entity Recognition ToolkitCode1
NEREL: A Russian Dataset with Nested Named Entities, Relations and EventsCode1
Rethinking Negative Sampling for Handling Missing Entity Annotations0
Position-Invariant Truecasing with a Word-and-Character Hierarchical Recurrent Neural Network0
Data Augmentation for Low-Resource Named Entity Recognition Using BacktranslationCode0
Probing Pre-trained Auto-regressive Language Models for Named Entity Typing and RecognitionCode0
Deploying a BERT-based Query-Title Relevance Classifier in a Production System: a View from the Trenches0
UzBERT: pretraining a BERT model for Uzbek0
SoMeSci- A 5 Star Open Data Gold Standard Knowledge Graph of Software Mentions in Scientific ArticlesCode1
QUEACO: Borrowing Treasures from Weakly-labeled Behavior Data for Query Attribute Value Extraction0
De-identification of Unstructured Clinical Texts from Sequence to Sequence Perspective0
Partially Supervised Named Entity Recognition via the Expected Entity Ratio LossCode1
MobIE: A German Dataset for Named Entity Recognition, Entity Linking and Relation Extraction in the Mobility DomainCode1
DEXTER: Deep Encoding of External Knowledge for Named Entity Recognition in Virtual Assistants0
MMOCR: A Comprehensive Toolbox for Text Detection, Recognition and Understanding0
Few-Sample Named Entity Recognition for Security Vulnerability Reports by Fine-Tuning Pre-Trained Language ModelsCode1
Show:102550
← PrevPage 21 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