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 751800 of 2874 papers

TitleStatusHype
Exploring the Potential of Machine Translation for Generating Named Entity Datasets: A Case Study between Persian and EnglishCode0
Exploring Partial Knowledge Base Inference in Biomedical Entity LinkingCode0
Adapting Word Embeddings to New Languages with Morphological and Phonological Subword RepresentationsCode0
MphayaNER: Named Entity Recognition for TshivendaCode0
Exploring Segment Representations for Neural Segmentation ModelsCode0
Extracting Impact Model Narratives from Social Services' TextCode0
Explicitly Capturing Relations between Entity Mentions via Graph Neural Networks for Domain-specific Named Entity RecognitionCode0
Cross-Lingual Transfer Robustness to Lower-Resource Languages on Adversarial DatasetsCode0
A Prism Module for Semantic Disentanglement in Name Entity RecognitionCode0
Exploiting Multiple Embeddings for Chinese Named Entity RecognitionCode0
Multilingual is not enough: BERT for FinnishCode0
Cross-type Biomedical Named Entity Recognition with Deep Multi-Task LearningCode0
A Primal Dual Formulation For Deep Learning With ConstraintsCode0
Extraction of Medication and Temporal Relation from Clinical Text using Neural Language ModelsCode0
Crowdsourcing Learning as Domain Adaptation: A Case Study on Named Entity RecognitionCode0
A Pragmatic Guide to Geoparsing EvaluationCode0
CebuaNER: A New Baseline Cebuano Named Entity Recognition ModelCode0
Evaluation of Word Vector Representations by Subspace AlignmentCode0
Evaluating the Utility of Hand-crafted Features in Sequence LabellingCode0
Named Entity Recognition for Hindi-English Code-Mixed Social Media TextCode0
CUTIE: Learning to Understand Documents with Convolutional Universal Text Information ExtractorCode0
Cyberthreat Detection from Twitter using Deep Neural NetworksCode0
Neural Chinese Named Entity Recognition via CNN-LSTM-CRF and Joint Training with Word SegmentationCode0
Evaluation of a Sequence Tagging Tool for Biomedical TextsCode0
Aiding Intra-Text Representations with Visual Context for Multimodal Named Entity RecognitionCode0
Evaluating Named Entity Recognition: A comparative analysis of mono- and multilingual transformer models on a novel Brazilian corporate earnings call transcripts datasetCode0
Applying Natural Annotation and Curriculum Learning to Named Entity Recognition for Under-Resourced LanguagesCode0
Named Entity Recognition in the Romanian Legal DomainCode0
ETNLP: a visual-aided systematic approach to select pre-trained embeddings for a downstream taskCode0
Evolution of ESG-focused DLT Research: An NLP Analysis of the LiteratureCode0
Financial Named Entity Recognition: How Far Can LLM Go?Code0
DaN+: Danish Nested Named Entities and Lexical NormalizationCode0
Graph Convolutional Networks for Named Entity RecognitionCode0
Entity Recognition at First Sight: Improving NER with Eye Movement InformationCode0
Entities, Dates, and Languages: Zero-Shot on Historical Texts with T0Code0
A Comparative Analysis of Static Word Embeddings for HungarianCode0
Data Augmentation for Low-Resource Named Entity Recognition Using BacktranslationCode0
Data Augmentation for Robust Character Detection in Fantasy NovelsCode0
Data Centric Domain Adaptation for Historical Text with OCR ErrorsCode0
NCRF++: An Open-source Neural Sequence Labeling ToolkitCode0
Entity Projection via Machine Translation for Cross-Lingual NERCode0
Entity-Switched Datasets: An Approach to Auditing the In-Domain Robustness of Named Entity Recognition ModelsCode0
AI- and HPC-enabled Lead Generation for SARS-CoV-2: Models and Processes to Extract Druglike Molecules Contained in Natural Language TextCode0
A Confidence-based Partial Label Learning Model for Crowd-Annotated Named Entity RecognitionCode0
Enhancing Pharmacovigilance with Drug Reviews and Social MediaCode0
CAN-NER: Convolutional Attention Network for Chinese Named Entity RecognitionCode0
Enhancing Language Models for Financial Relation Extraction with Named Entities and Part-of-SpeechCode0
Enhancing Relation Extraction via Adversarial Multi-task LearningCode0
Entry Separation using a Mixed Visual and Textual Language Model: Application to 19th century French Trade DirectoriesCode0
Enhancing Deep Learning with Embedded Features for Arabic Named Entity RecognitionCode0
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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
4BLSTM-CNN-Char (SparkNLP)F189.13Unverified
5Spark NLPF189.13Unverified
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
8Spark NLPF189.73Unverified
9BLSTM-CNN-Char (SparkNLP)F189.73Unverified
10UniNER-7BF189.34Unverified