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 26012650 of 2874 papers

TitleStatusHype
Optimizing annotation efforts to build reliable annotated corpora for training statistical models0
UTU: Disease Mention Recognition and Normalization with CRFs and Vector Space Representations0
Substitute Based SCODE Word Embeddings in Supervised NLP TasksCode0
A Survey of Named Entity Recognition in Assamese and other Indian Languages0
Named Entity Recognition and Correction in OCRized Corpora (D\'etection et correction automatique d'entit\'es nomm\'ees dans des corpus OCRis\'es) [in French]0
Impact of the nature and size of the training set on performance in the automatic detection of named entities (Impact de la nature et de la taille des corpus d'apprentissage sur les performances dans la d\'etection automatique des entit\'es nomm\'ees) [in French]0
Ubiq: a platform for crawling, analyzing and exploiting corpora (Ubiq : une plateforme de collecte, analyse et valorisation des corpus) [in French]0
NERAM : Named Entity Recognition for AMazighe language (RENAM: Syst\`eme de Reconnaissance des Entit\'es Nomm\'ees Amazighes) [in French]0
Named Entity Recognition and Resolution in Legal Text0
Two-Stage Stochastic Email Synthesizer0
The Stanford CoreNLP Natural Language Processing ToolkitCode0
Using Simple NLP Tools to Trace the Globalization of the Art World0
Cheap and easy entity evaluation0
Open-Source Tools for Morphology, Lemmatization, POS Tagging and Named Entity Recognition0
Learning Structured Perceptrons for Coreference Resolution with Latent Antecedents and Non-local Features0
Short-Term Projects, Long-Term Benefits: Four Student NLP Projects for Low-Resource Languages0
Chunking Clinical Text Containing Non-Canonical Language0
Employing Word Representations and Regularization for Domain Adaptation of Relation Extraction0
A Survey of Arabic Named Entity Recognition and Classification0
Going beyond sentences when applying tree kernels0
Symptom extraction issue0
Towards Temporal Scoping of Relational Facts based on Wikipedia Data0
How much do word embeddings encode about syntax?0
Tailoring Continuous Word Representations for Dependency Parsing0
Robust Logistic Regression using Shift Parameters0
A Recursive Recurrent Neural Network for Statistical Machine Translation0
Dive deeper: Deep Semantics for Sentiment Analysis0
Experiments with crowdsourced re-annotation of a POS tagging data set0
DKPro Keyphrases: Flexible and Reusable Keyphrase Extraction Experiments0
Mutual Disambiguation for Entity Linking0
Natural Language Processing Methods for Enhancing Geographic Metadata for Phylogeography of Zoonotic Viruses0
Automated Disease Normalization with Low Rank Approximations0
An HMM Based Named Entity Recognition System for Indian Languages: The JU System at ICON 20130
"Translation can't change a name": Using Multilingual Data for Named Entity Recognition0
Benchmarking the Extraction and Disambiguation of Named Entities on the Semantic Web0
Flow Graph Corpus from Recipe Texts0
ETER : a new metric for the evaluation of hierarchical named entity recognition0
Named Entity Recognition on Turkish Tweets0
Generating a Resource for Products and Brandnames Recognition. Application to the Cosmetic Domain.0
Generating Polarity Lexicons with WordNet propagation in 5 languages0
HFST-SweNER --- A New NER Resource for Swedish0
Human annotation of ASR error regions: Is ``gravity'' a sharable concept for human annotators?0
Named Entity Tagging a Very Large Unbalanced Corpus: Training and Evaluating NE Classifiers0
Towards an Encyclopedia of Compositional Semantics: Documenting the Interface of the English Resource Grammar0
Named Entity Corpus Construction using Wikipedia and DBpedia Ontology0
MADAMIRA: A Fast, Comprehensive Tool for Morphological Analysis and Disambiguation of Arabic0
N ^3 - A Collection of Datasets for Named Entity Recognition and Disambiguation in the NLP Interchange Format0
Dependency parsing representation effects on the accuracy of semantic applications --- an example of an inflective language0
An open source part-of-speech tagger for Norwegian: Building on existing language resources0
Crowdsourcing and annotating NER for Twitter \#drift0
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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