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 14011450 of 2874 papers

TitleStatusHype
Chinese Named Entity Recognition via Adaptive Multi-pass Memory Network with Hierarchical Tagging Mechanism0
Constructing Uyghur Name Entity Recognition System using Neural Machine Translation Tag Projection0
面向微博文本的融合字词信息的轻量级命名实体识别(Lightweight Named Entity Recognition for Weibo Based on Word and Character)0
Contextual Characters with Segmentation Representation for Named Entity Recognition in Chinese0
An Empirical Investigation Towards Efficient Multi-Domain Language Model Pre-trainingCode0
Improving Vietnamese Named Entity Recognition from Speech Using Word Capitalization and Punctuation Recovery ModelsCode1
TEST_POSITIVE at W-NUT 2020 Shared Task-3: Joint Event Multi-task Learning for Slot Filling in Noisy Text0
DWIE: an entity-centric dataset for multi-task document-level information extractionCode1
N-LTP: An Open-source Neural Language Technology Platform for ChineseCode3
BioALBERT: A Simple and Effective Pre-trained Language Model for Biomedical Named Entity Recognition0
fastHan: A BERT-based Multi-Task Toolkit for Chinese NLPCode1
Deep Learning Approaches for Extracting Adverse Events and Indications of Dietary Supplements from Clinical Text0
DeNERT-KG: Named Entity and Relation Extraction Model Using DQN, Knowledge Graph, and BERT0
Augmented Natural Language for Generative Sequence Labeling0
Cascaded Models for Better Fine-Grained Named Entity Recognition0
Development of a Dataset and a Deep Learning Baseline Named Entity Recognizer for Three Low Resource Languages: Bhojpuri, Maithili and Magahi0
Biomedical named entity recognition using BERT in the machine reading comprehension frameworkCode1
ASTRAL: Adversarial Trained LSTM-CNN for Named Entity RecognitionCode0
VinAI at ChEMU 2020: An accurate system for named entity recognition in chemical reactions from patents0
Gated Graph Sequence Neural Networks for Chinese Healthcare Named Entity Recognition0
Two Step Joint Model for Drug Drug Interaction Extraction0
Cost-Quality Adaptive Active Learning for Chinese Clinical Named Entity Recognition0
GREEK-BERT: The Greeks visiting Sesame StreetCode1
Example-Based Named Entity RecognitionCode1
Do Syntax Trees Help Pre-trained Transformers Extract Information?Code1
HunFlair: An Easy-to-Use Tool for State-of-the-Art Biomedical Named Entity RecognitionCode0
TopicBERT: A Transformer transfer learning based memory-graph approach for multimodal streaming social media topic detection0
Assessing Demographic Bias in Named Entity RecognitionCode0
Navigating the landscape of COVID-19 research through literature analysis: A bird's eye view0
Privacy Guarantees for De-identifying Text TransformationsCode0
Ontology-driven weak supervision for clinical entity classification in electronic health recordsCode1
Object-aware Multimodal Named Entity Recognition in Social Media Posts with Adversarial LearningCode1
Domain-Specific Language Model Pretraining for Biomedical Natural Language ProcessingCode0
A Study of fastText Word Embedding Effects in Document Classification in Bangla LanguageCode0
Neural Modeling for Named Entities and Morphology (NEMO^2)Code1
Biomedical and Clinical English Model Packages in the Stanza Python NLP LibraryCode3
Named entity recognition in chemical patents using ensemble of contextual language models0
Exploring Swedish & English fastText Embeddings for NER with the TransformerCode0
newsSweeper at SemEval-2020 Task 11: Context-Aware Rich Feature Representations For Propaganda ClassificationCode1
Morphological Skip-Gram: Using morphological knowledge to improve word representation0
Neural Named Entity Recognition for Kazakh0
SLK-NER: Exploiting Second-order Lexicon Knowledge for Chinese NERCode1
UniTrans: Unifying Model Transfer and Data Transfer for Cross-Lingual Named Entity Recognition with Unlabeled DataCode0
Deep learning models for representing out-of-vocabulary words0
Neural Knowledge Extraction From Cloud Service Incidents0
Advances of Transformer-Based Models for News Headline GenerationCode1
An Emergency Medical Services Clinical Audit System driven by Named Entity Recognition from Deep Learning0
Playing with Words at the National Library of Sweden -- Making a Swedish BERTCode1
NLNDE: Enhancing Neural Sequence Taggers with Attention and Noisy Channel for Robust Pharmacological Entity Detection0
Adversarial Evaluation of BERT for Biomedical Named Entity Recognition0
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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