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 13011350 of 2874 papers

TitleStatusHype
Neural Language Modeling for Named Entity Recognition0
Identifying Motion Entities in Natural Language and A Case Study for Named Entity Recognition0
Exploring the Language of Data0
Evaluating Pretrained Transformer-based Models on the Task of Fine-Grained Named Entity Recognition0
Joint Entity and Relation Extraction for Legal Documents with Legal Feature Enhancement0
Named Entity Recognition for Chinese biomedical patentsCode0
Leveraging HTML in Free Text Web Named Entity Recognition0
Building Hierarchically Disentangled Language Models for Text Generation with Named Entities0
RIVA: A Pre-trained Tweet Multimodal Model Based on Text-image Relation for Multimodal NER0
Named Entity Recognition in Multi-level Contexts0
Towards a Standardized Dataset on Indonesian Named Entity RecognitionCode1
Gorynych Transformer at SemEval-2020 Task 6: Multi-task Learning for Definition Extraction0
LT3 at SemEval-2020 Task 7: Comparing Feature-Based and Transformer-Based Approaches to Detect Funny Headlines0
A Boundary Regression Model for Nested Named Entity RecognitionCode0
Text Mining for Processing Interview Data in Computational Social Science0
Regularizing Recurrent Neural Networks via Sequence Mixup0
Joint Extraction of Entity and Relation with Information Redundancy Elimination0
Improving Biomedical Named Entity Recognition with Syntactic InformationCode0
Enhancing deep neural networks with morphological informationCode0
Domain-Transferable Method for Named Entity Recognition Task0
Persuasive Dialogue Understanding: the Baselines and Negative Results0
Clustering-based Automatic Construction of Legal Entity Knowledge Base from Contracts0
Interpretable Multi-dataset Evaluation for Named Entity RecognitionCode1
A Survey on Recent Advances in Sequence Labeling from Deep Learning Models0
FLERT: Document-Level Features for Named Entity Recognition0
Biomedical Named Entity Recognition at ScaleCode0
Overview of CAPITEL Shared Tasks at IberLEF 2020: Named Entity Recognition and Universal Dependencies Parsing0
CalibreNet: Calibration Networks for Multilingual Sequence Labeling0
E.T.: Entity-Transformers. Coreference augmented Neural Language Model for richer mention representations via Entity-Transformer blocks0
Biomedical Information Extraction for Disease Gene Prioritization0
EstBERT: A Pretrained Language-Specific BERT for Estonian0
IndicNLPSuite: Monolingual Corpora, Evaluation Benchmarks and Pre-trained Multilingual Language Models for Indian LanguagesCode1
Topic-Centric Unsupervised Multi-Document Summarization of Scientific and News Articles0
BioNerFlair: biomedical named entity recognition using flair embedding and sequence taggerCode0
DAGA: Data Augmentation with a Generation Approach for Low-resource Tagging Tasks0
Crime event localization and deduplication0
The Impact of De-identification on Downstream Named Entity Recognition in Clinical Text0
Diachronic Embeddings for People in the News0
On the effectiveness of small, discriminatively pre-trained language representation models for biomedical text mining0
MICE: a middleware layer for MT0
Incorporating External Annotation to improve Named Entity Translation in NMT0
iobes: Library for Span Level ProcessingCode1
BiTeM at WNUT 2020 Shared Task-1: Named Entity Recognition over Wet Lab Protocols using an Ensemble of Contextual Language Models0
May I Ask Who’s Calling? Named Entity Recognition on Call Center Transcripts for Privacy Law Compliance0
An Element-wise Visual-enhanced BiLSTM-CRF Model for Location Name Recognition0
IITKGP at W-NUT 2020 Shared Task-1: Domain specific BERT representation for Named Entity Recognition of lab protocolCode1
TEST_POSITIVE at W-NUT 2020 Shared Task-3: Cross-task modeling0
WNUT 2020 Shared Task-1: Conditional Random Field(CRF) based Named Entity Recognition(NER) for Wet Lab ProtocolsCode0
BioBERTpt - A Portuguese Neural Language Model for Clinical Named Entity Recognition0
The Chilean Waiting List Corpus: a new resource for clinical Named Entity Recognition in Spanish0
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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