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 27012750 of 2874 papers

TitleStatusHype
Incorporating Knowledge Resources to Enhance Medical Information Extraction0
A Hybrid Statistical Approach for Named Entity Recognition for Malayalam Language0
Developing ML-based Systems to Extract Medical Information from Japanese Medical History Summaries0
Malayalam Clause Boundary Identifier: Annotation and Evaluation0
Efficient Higher-Order CRFs for Morphological Tagging0
Learning Topics and Positions from Debatepedia0
Modeling and Learning Semantic Co-Compositionality through Prototype Projections and Neural Networks0
Bilingual Word Embeddings for Phrase-Based Machine Translation0
Open Domain Targeted Sentiment0
Structured Penalties for Log-Linear Language Models0
Cross-Lingual Discriminative Learning of Sequence Models with Posterior Regularization0
JRC-Names: A freely available, highly multilingual named entity resource0
DGT-TM: A freely Available Translation Memory in 22 Languages0
Rule-based Named Entity Extraction For Ontology Population0
Named Entity Recognition in Broadcast News Using Similar Written Texts0
TwitIE: An Open-Source Information Extraction Pipeline for Microblog TextCode0
A Semi-supervised Learning Approach to Arabic Named Entity Recognition0
Twitter Part-of-Speech Tagging for All: Overcoming Sparse and Noisy Data0
Annotating events, Time and Place Expressions in Arabic Texts0
Normalization of Dutch User-Generated Content0
Combining, Adapting and Reusing Bi-texts between Related Languages: Application to Statistical Machine Translation (invited talk)0
Boundary identification of events in clinical named entity recognition0
A Comparison of Named Entity Recognition Tools Applied to Biographical TextsCode0
Relation Annotation for Understanding Research Papers0
Recognition of Named Entities Boundaries in Polish Texts0
On Named Entity Recognition in Targeted Twitter Streams in Polish.0
Named Entity Recognition in Estonian0
Unsupervised structured semantic inference for spoken dialog reservation tasks0
Improving Feature-Based Biomedical Event Extraction System by Integrating Argument Information0
Evaluating Large-scale Text Mining Applications Beyond the Traditional Numeric Performance Measures0
Bacteria Biotope Detection, Ontology-based Normalization, and Relation Extraction using Syntactic Rules0
Building A Contrasting Taxa Extractor for Relation Identification from Assertions: BIOlogical Taxonomy \& Ontology Phrase Extraction System0
The CoNLL-2013 Shared Task on Grammatical Error Correction0
Better Word Representations with Recursive Neural Networks for Morphology0
A Boosted Semi-Markov Perceptron0
Hidden Markov tree models for semantic class induction0
Exploiting Social Media for Natural Language Processing: Bridging the Gap between Language-centric and Real-world Applications0
Entity Linking for Tweets0
FudanNLP: A Toolkit for Chinese Natural Language Processing0
Supervised Model Learning with Feature Grouping based on a Discrete Constraint0
Offspring from Reproduction Problems: What Replication Failure Teaches Us0
Understanding Tables in Context Using Standard NLP Toolkits0
What causes a causal relation? Detecting Causal Triggers in Biomedical Scientific Discourse0
Joint Word Alignment and Bilingual Named Entity Recognition Using Dual Decomposition0
Named Entity Recognition using Cross-lingual Resources: Arabic as an Example0
Adapting Discriminative Reranking to Grounded Language Learning0
Mining Partial Annotation Rules for Named Entity Recognition (Fouille de r\`egles d'annotation partielles pour la reconnaissance des entit\'es nomm\'ees) [in French]0
A Mixed Morpho-Syntactic and Statistical Approach to Chinese Named Entity Recognition (Une approche mixte morpho-syntaxique et statistique pour la reconnaissance d'entit\'es nomm\'ees en langue chinoise) [in French]0
WBI-NER: The impact of domain-specific features on the performance of identifying and classifying mentions of drugs0
UTurku: Drug Named Entity Recognition and Drug-Drug Interaction Extraction Using SVM Classification and Domain Knowledge0
Show:102550
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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