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 551600 of 2874 papers

TitleStatusHype
context2vec: Learning Generic Context Embedding with Bidirectional LSTM0
ContrastNER: Contrastive-based Prompt Tuning for Few-shot NER0
Automatic Punjabi Text Extractive Summarization System0
Automatic lexical semantic classification of nouns0
ANCHOLIK-NER: A Benchmark Dataset for Bangla Regional Named Entity Recognition0
Automatic Keyword Extraction on Twitter0
Automatic Identification of Expressions of Locations in Tweet Messages using Conditional Random Fields0
An Automated Domain Understanding Technique for Knowledge Graph Generation0
An automated domain-independent text reading, interpreting and extracting approach for reviewing the scientific literature0
Automatic Extraction of Medication Names in Tweets as Named Entity Recognition0
``A Buster Keaton of Linguistics'': First Automated Approaches for the Extraction of Vossian Antonomasia0
Automatic Extraction of Entities and Relation from Legal Documents0
Automatic Creation of Named Entity Recognition Datasets by Querying Phrase Representations0
A Natural Language Processing Pipeline of Chinese Free-text Radiology Reports for Liver Cancer Diagnosis0
Connecting Distant Entities with Induction through Conditional Random Fields for Named Entity Recognition: Precursor-Induced CRF0
Constrained Labeled Data Generation for Low-Resource Named Entity Recognition0
Automatic Creation of Arabic Named Entity Annotated Corpus Using Wikipedia0
Automatic construction of complex features in Conditional Random Fields for Named Entities Recognition0
A Natural Language Processing Pipeline for Detecting Informal Data References in Academic Literature0
Automatic Climate Classification of Environmental Science Literature0
Automatic classification of doctor-patient questions for a virtual patient record query task0
A natural language interface to a graph-based bibliographic information retrieval system0
Automatic Approaches for Gene-Drug Interaction Extraction from Biomedical Text: Corpus and Comparative Evaluation0
Automatic Annotation of Parameters from Nanodevice Development Research Papers0
An Analysis of the Semantic Annotation Task on the Linked Data Cloud0
Automatic Animacy Classification0
Automatically generated NE tagged corpora for English and Hungarian0
A Continuous Relaxation of Beam Search for End-to-end Training of Neural Sequence Models0
Confidence penalty, annealing Gaussian noise and zoneout for biLSTM-CRF networks for named entity recognition0
Constructing a Knowledge Graph from Textual Descriptions of Software Vulnerabilities in the National Vulnerability Database0
Automatically Annotated Turkish Corpus for Named Entity Recognition and Text Categorization using Large-Scale Gazetteers0
Automated Testing and Improvement of Named Entity Recognition Systems0
Advanced Visual Analytics Methods for Literature Analysis0
An Analysis of Biomedical Tokenization: Problems and Strategies0
Computing Word Classes Using Spectral Clustering0
Automated Generation of Test Suites for Error Analysis of Concept Recognition Systems0
Automated Generation of Interorganizational Disaster Response Networks through Information Extraction0
A Named Entity Recognition Shootout for German0
Automated Disease Normalization with Low Rank Approximations0
Automated Detection of Clinical Entities in Lung and Breast Cancer Reports Using NLP Techniques0
Abstractive Text Summarization: Enhancing Sequence-to-Sequence Models Using Word Sense Disambiguation and Semantic Content Generalization0
Computer Science Articles Named Entity Recognition Datasets: Survey and Our Recent Development0
CoNECo: A corpus for named entity recognition and normalization of protein complexes0
A Unified Tagging Solution: Bidirectional LSTM Recurrent Neural Network with Word Embedding0
A Named Entity Recognition and Topic Modeling-based Solution for Locating and Better Assessment of Natural Disasters in Social Media0
A Unified Label-Aware Contrastive Learning Framework for Few-Shot Named Entity Recognition0
Analyzing the Effect of Multi-task Learning for Biomedical Named Entity Recognition0
A Dual-Attention Network for Joint Named Entity Recognition and Sentence Classification of Adverse Drug Events0
A Unified Architecture for Semantic Role Labeling and Relation Classification0
A Concrete Chinese NLP Pipeline0
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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