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 20512100 of 2874 papers

TitleStatusHype
Evaluation of Domain-specific Word Embeddings using Knowledge Resources0
English-Basque Statistical and Neural Machine Translation0
Sanaphor++: Combining Deep Neural Networks with Semantics for Coreference Resolution0
Framing Named Entity Linking Error TypesCode0
A Deep Neural Network based Approach for Entity Extraction in Code-Mixed Indian Social Media Text0
On the Vector Representation of Utterances in Dialogue Context0
Retrofitting Word Representations for Unsupervised Sense Aware Word Similarities0
Annotating If the Authors of a Tweet are Located at the Locations They Tweet About0
Towards AMR-BR: A SemBank for Brazilian Portuguese Language0
PDFdigest: an Adaptable Layout-Aware PDF-to-XML Textual Content Extractor for Scientific Articles0
Language adaptation experiments via cross-lingual embeddings for related languages0
A Legal Perspective on Training Models for Natural Language Processing0
E-magyar -- A Digital Language Processing System0
Label-aware Double Transfer Learning for Cross-Specialty Medical Named Entity Recognition0
Efficient Contextualized Representation: Language Model Pruning for Sequence LabelingCode0
Arabic Named Entity Recognition using Word Representations0
Incorporating Dictionaries into Deep Neural Networks for the Chinese Clinical Named Entity Recognition0
A Feature-Based Model for Nested Named-Entity Recognition at VLSP-2018 NER Evaluation CampaignCode0
Joint Recognition of Handwritten Text and Named Entities with a Neural End-to-end Model0
A Study of Recent Contributions on Information Extraction0
A Feature-Rich Vietnamese Named-Entity Recognition ModelCode0
CliNER 2.0: Accessible and Accurate Clinical Concept Extraction0
Multimodal Named Entity Recognition for Short Social Media Posts0
Deep contextualized word representationsCode1
A Deep Neural Network Model for the Task of Named Entity RecognitionCode0
Cross-type Biomedical Named Entity Recognition with Deep Multi-Task LearningCode0
A Resource-Light Method for Cross-Lingual Semantic Textual SimilarityCode0
Adversarial Learning for Chinese NER from Crowd Annotations0
VnCoreNLP: A Vietnamese Natural Language Processing ToolkitCode0
Social Media Analysis based on Semanticity of Streaming and Batch Data0
Adversarial Structured Prediction for Multivariate Measures0
Named Entity Sequence Classification0
Hybrid Approach for Marathi Named Entity Recognition0
SuperOCR for ALTA 2017 Shared Task0
Medication and Adverse Event Extraction from Noisy Text0
Effective Use of Bidirectional Language Modeling for Transfer Learning in Biomedical Named Entity RecognitionCode0
A Discourse-Level Named Entity Recognition and Relation Extraction Dataset for Chinese Literature TextCode1
A visual search engine for Bangladeshi laws0
Robust Multilingual Part-of-Speech Tagging via Adversarial TrainingCode0
Neural Skill Transfer from Supervised Language Tasks to Reading Comprehension0
Quality-Efficiency Trade-offs in Machine Learning for Text Processing0
Structure Regularized Bidirectional Recurrent Convolutional Neural Network for Relation Classification0
A Crowdsourcing Approach for Annotating Causal Relation Instances in Wikipedia0
A Multi-task Learning Approach to Adapting Bilingual Word Embeddings for Cross-lingual Named Entity Recognition0
Generating a Training Corpus for OCR Post-Correction Using Encoder-Decoder Model0
MONPA: Multi-objective Named-entity and Part-of-speech Annotator for Chinese using Recurrent Neural Network0
Extraction of Gene-Environment Interaction from the Biomedical Literature0
On Modeling Sense Relatedness in Multi-prototype Word Embedding0
Semantics-Enhanced Task-Oriented Dialogue Translation: A Case Study on Hotel Booking0
Segment-Level Neural Conditional Random Fields for Named Entity Recognition0
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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