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 21512200 of 2874 papers

TitleStatusHype
AsNER - Annotated Dataset and Baseline for Assamese Named Entity recognition0
Assessing multiple word embeddings for named entity recognition of professions and occupations in health-related social media0
Assessing the Performance of Chinese Open Source Large Language Models in Information Extraction Tasks0
Assessment of DistilBERT performance on Named Entity Recognition task for the detection of Protected Health Information and medical concepts0
Assorted, Archetypal and Annotated Two Million (3A2M) Cooking Recipes Dataset based on Active Learning0
A Study of Recent Contributions on Information Extraction0
A Study of the Importance of External Knowledge in the Named Entity Recognition Task0
A Study on the Integration of Pre-trained SSL, ASR, LM and SLU Models for Spoken Language Understanding0
ASU: An Experimental Study on Applying Deep Learning in Twitter Named Entity Recognition.0
A Survey of Adversarial Defences and Robustness in NLP0
A Survey of Arabic Named Entity Recognition and Classification0
A Survey of Named Entity Recognition in Assamese and other Indian Languages0
A Survey on Arabic Named Entity Recognition: Past, Recent Advances, and Future Trends0
A Survey on Recent Advances in Sequence Labeling from Deep Learning Models0
A Few-Shot Learning Focused Survey on Recent Named Entity Recognition and Relation Classification Methods0
A Syllable-based Technique for Word Embeddings of Korean Words0
A temporal expression recognition system for medical documents by0
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
AttackER: Towards Enhancing Cyber-Attack Attribution with a Named Entity Recognition Dataset0
Attack Named Entity Recognition by Entity Boundary Interference0
Attending to Characters in Neural Sequence Labeling Models0
Attention-based BLSTM-CRF Architecture for Mongolian Named Entity Recognition0
Attribute based Chinese Named Entity Recognition and Disambiguation0
Attribute Value Generation from Product Title using Language Models0
A TV Program Discovery Dialog System using recommendations0
A Twitter Corpus and Benchmark Resources for German Sentiment Analysis0
A two-step approach to leverage contextual data: speech recognition in air-traffic communications0
A Two-Step Named Entity Recognizer for Open-Domain Search Queries0
AUC Maximization for Low-Resource Named Entity Recognition0
Audio De-identification: A New Entity Recognition Task0
Audio De-identification - a New Entity Recognition Task0
Augmented Natural Language for Generative Sequence Labeling0
Augmenting Named Entity Recognition with Commonsense Knowledge0
Augmenting NER Datasets with LLMs: Towards Automated and Refined Annotation0
Augmenty: A Python Library for Structured Text Augmentation0
A Unified Architecture for Semantic Role Labeling and Relation Classification0
A Unified Label-Aware Contrastive Learning Framework for Few-Shot Named Entity Recognition0
A Unified Tagging Solution: Bidirectional LSTM Recurrent Neural Network with Word Embedding0
Automated Detection of Clinical Entities in Lung and Breast Cancer Reports Using NLP Techniques0
Automated Disease Normalization with Low Rank Approximations0
Automated Generation of Interorganizational Disaster Response Networks through Information Extraction0
Automated Generation of Test Suites for Error Analysis of Concept Recognition Systems0
Automated Testing and Improvement of Named Entity Recognition Systems0
Automatically Annotated Turkish Corpus for Named Entity Recognition and Text Categorization using Large-Scale Gazetteers0
Automatically generated NE tagged corpora for English and Hungarian0
Automatic Animacy Classification0
Automatic Annotation of Parameters from Nanodevice Development Research Papers0
Automatic Approaches for Gene-Drug Interaction Extraction from Biomedical Text: Corpus and Comparative Evaluation0
Automatic classification of doctor-patient questions for a virtual patient record query task0
Automatic Climate Classification of Environmental Science Literature0
Show:102550
← PrevPage 44 of 58Next →

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