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 24012450 of 2874 papers

TitleStatusHype
A Japanese Chess Commentary Corpus0
EstNLTK - NLP Toolkit for EstonianCode1
Using a Language Technology Infrastructure for German in order to Anonymize German Sign Language Corpus Data0
Incorporating Lexico-semantic Heuristics into Coreference Resolution Sieves for Named Entity Recognition at Document-level0
Generating Task-Pertinent sorted Error Lists for Speech Recognition0
Government Domain Named Entity Recognition for South African Languages0
QTLeap WSD/NED Corpora: Semantic Annotation of Parallel Corpora in Six Languages0
Using Word Embeddings to Translate Named Entities0
Port4NooJ v3.0: Integrated Linguistic Resources for Portuguese NLP0
Name Translation based on Fine-grained Named Entity Recognition in a Single Language0
Domain Adaptation for Named Entity Recognition Using CRFs0
Exploring Segment Representations for Neural Segmentation ModelsCode0
Parallelizing Word2Vec in Shared and Distributed Memory0
Harnessing Deep Neural Networks with Logic RulesCode0
Neural Architectures for Named Entity RecognitionCode1
End-to-end Sequence Labeling via Bi-directional LSTM-CNNs-CRFCode0
Improving Named Entity Recognition for Chinese Social Media with Word Segmentation Representation Learning0
Toward Mention Detection Robustness with Recurrent Neural Networks0
Exploiting Lists of Names for Named Entity Identification of Financial Institutions from Unstructured Documents0
Numerical Atrribute Extraction from Clinical Texts0
Word Embeddings as Metric Recovery in Semantic Spaces0
J-NERD: Joint Named Entity Recognition and Disambiguation with Rich Linguistic Features0
Using Entity Information from a Knowledge Base to Improve Relation Extraction0
Finding Names in Trove: Named Entity Recognition for Australian Historical Newspapers0
Domain Adaption of Named Entity Recognition to Support Credit Risk Assessment0
A temporal expression recognition system for medical documents by0
Ruchi: Rating Individual Food Items in Restaurant Reviews0
Detection of Multiword Expressions for Hindi Language using Word Embeddings and WordNet-based Features0
Multilingual Language Processing From Bytes0
Named Entity Recognition with Bidirectional LSTM-CNNsCode0
Semi-supervised Bootstrapping approach for Named Entity Recognition0
A Unified Tagging Solution: Bidirectional LSTM Recurrent Neural Network with Word Embedding0
基於已知名稱搜尋結果的網路實體辨識模型建立工具(A Tool for Web NER Model Generation Using Search Snippets of Known Entities) [In Chinese]0
Improved Entity Linking with User History and News Articles0
Kannada named entity recognition and classification (nerc) based on multinomial naïve bayes (mnb) classifier0
On TimeML-Compliant Temporal Expression Extraction in Turkish0
Efficient Named Entity Annotation through Pre-empting0
Arabic Named Entity Recognition Process using Transducer Cascade and Arabic Wikipedia0
Domain Adaptation with Filtering for Named Entity Extraction of Japanese Anime-Related Words0
Training Automatic Transliteration Models on DBPedia Data0
Automatic construction of complex features in Conditional Random Fields for Named Entities Recognition0
Named Entity Recognition of Persons' Names in Arabic Tweets0
A TV Program Discovery Dialog System using recommendations0
An Analysis of Biomedical Tokenization: Problems and Strategies0
Exploring Word Embedding for Drug Name Recognition0
Evaluation methods for unsupervised word embeddings0
Extracting Relations between Non-Standard Entities using Distant Supervision and Imitation Learning0
Open-Domain Name Error Detection using a Multi-Task RNN0
Evaluation of Word Vector Representations by Subspace AlignmentCode0
Joint Mention Extraction and Classification with Mention Hypergraphs0
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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