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
Improving Romanian BioNER Using a Biologically Inspired System0
Simple Semantic-based Data Augmentation for Named Entity Recognition in Biomedical Texts0
Few-Shot Class-Incremental Learning for Named Entity Recognition0
Are you a hero or a villain? A semantic role labelling approach for detecting harmful memes.0
Towards Fine-grained Classification of Climate Change related Social Media Text0
An Unsupervised Multiple-Task and Multiple-Teacher Model for Cross-lingual Named Entity Recognition0
Nested Named Entity Recognition with Span-level Graphs0
Extract-Select: A Span Selection Framework for Nested Named Entity Recognition with Generative Adversarial Training0
TeluguNER: Leveraging Multi-Domain Named Entity Recognition with Deep Transformers0
What do we Really Know about State of the Art NER?0
UM6P-CS at SemEval-2022 Task 11: Enhancing Multilingual and Code-Mixed Complex Named Entity Recognition via Pseudo Labels using Multilingual Transformer0
Local Hypergraph-based Nested Named Entity Recognition as Query-based Sequence Labeling0
Few-shot learning for medical text: A systematic review0
Recovering Patient Journeys: A Corpus of Biomedical Entities and Relations on Twitter (BEAR)0
Named Entity Recognition for Partially Annotated Datasets0
LayoutLMv3: Pre-training for Document AI with Unified Text and Image MaskingCode0
Nested Named Entity Recognition as Holistic Structure Parsing0
Qtrade AI at SemEval-2022 Task 11: An Unified Framework for Multilingual NER Task0
EHRKit: A Python Natural Language Processing Toolkit for Electronic Health Record Texts0
Delving Deep into Regularity: A Simple but Effective Method for Chinese Named Entity Recognition0
Trigger-GNN: A Trigger-Based Graph Neural Network for Nested Named Entity Recognition0
Solving Price Per Unit Problem Around the World: Formulating Fact Extraction as Question Answering0
L3Cube-MahaNER: A Marathi Named Entity Recognition Dataset and BERT models0
Doctor XAvIer: Explainable Diagnosis on Physician-Patient Dialogues and XAI EvaluationCode0
"FIJO": a French Insurance Soft Skill Detection DatasetCode0
Entities, Dates, and Languages: Zero-Shot on Historical Texts with T0Code0
Breaking Character: Are Subwords Good Enough for MRLs After All?0
Automatic Extraction of Nested Entities in Clinical Referrals in SpanishCode0
LAMNER: Code Comment Generation Using Character Language Model and Named Entity Recognition0
Extracting Impact Model Narratives from Social Services' TextCode0
Product Market Demand Analysis Using NLP in Banglish Text with Sentiment Analysis and Named Entity Recognition0
Multi-View Approach to Suggest Moderation Actions in Community Question Answering Sites0
End-to-end model for named entity recognition from speech without paired training data0
A Dual-Contrastive Framework for Low-Resource Cross-Lingual Named Entity RecognitionCode0
Scientific and Technological Text Knowledge Extraction Method of based on Word Mixing and GRU0
Federated Named Entity Recognition0
Using Domain Knowledge for Low Resource Named Entity Recognition0
Hierarchical Transformer Model for Scientific Named Entity RecognitionCode0
Mono vs Multilingual BERT: A Case Study in Hindi and Marathi Named Entity Recognition0
SU-NLP at SemEval-2022 Task 11: Complex Named Entity Recognition with Entity Linking0
An Intellectual Property Entity Recognition Method Based on Transformer and Technological Word Information0
Leveraging Expert Guided Adversarial Augmentation For Improving Generalization in Named Entity RecognitionCode0
Neural Token Segmentation for High Token-Internal Complexity0
UlyssesNER-Br: A Corpus of Brazilian Legislative Documents for Named Entity Recognition0
WCL-BBCD: A Contrastive Learning and Knowledge Graph Approach to Named Entity Recognition0
A Survey of Adversarial Defences and Robustness in NLP0
Deep neural networks for fine-grained surveillance of overdose mortality0
Towards Effective Multi-Task Interaction for Entity-Relation Extraction: A Unified Framework with Selection Recurrent Network0
LMN at SemEval-2022 Task 11: A Transformer-based System for English Named Entity Recognition0
A two-step approach to leverage contextual data: speech recognition in air-traffic communications0
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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