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
Analyzing English-Spanish Named-Entity enhanced Machine Translation0
Analyzing Impact, Trend, and Diffusion of Knowledge associated with Neoplasms Research0
Analyzing Regional Impacts of Climate Change using Natural Language Processing Techniques0
Analyzing the Effect of Multi-task Learning for Biomedical Named Entity Recognition0
A Named Entity Recognition and Topic Modeling-based Solution for Locating and Better Assessment of Natural Disasters in Social Media0
A Named Entity Recognition Shootout for German0
An Analysis of Biomedical Tokenization: Problems and Strategies0
An Analysis of the Semantic Annotation Task on the Linked Data Cloud0
A natural language interface to a graph-based bibliographic information retrieval system0
A Natural Language Processing Pipeline for Detecting Informal Data References in Academic Literature0
A Natural Language Processing Pipeline of Chinese Free-text Radiology Reports for Liver Cancer Diagnosis0
An automated domain-independent text reading, interpreting and extracting approach for reviewing the scientific literature0
An Automated Domain Understanding Technique for Knowledge Graph Generation0
ANCHOLIK-NER: A Benchmark Dataset for Bangla Regional Named Entity Recognition0
An Easy-to-use and Robust Approach for the Differentially Private De-Identification of Clinical Textual Documents0
ANEC: An Amharic Named Entity Corpus and Transformer Based Recognizer0
An Effective, Performant Named Entity Recognition System for Noisy Business Telephone Conversation Transcripts0
An Element-wise Visual-enhanced BiLSTM-CRF Model for Location Name Recognition0
An Emergency Medical Services Clinical Audit System driven by Named Entity Recognition from Deep Learning0
An Empirical Study of Automatic Chinese Word Segmentation for Spoken Language Understanding and Named Entity Recognition0
An Empirical Study of Discriminative Sequence Labeling Models for Vietnamese Text Processing0
An Empirical Study of Representation, Training and Decoding for Span-based Named Entity Recognition0
An Empirical Study of UMLS Concept Extraction from Clinical Notes using Boolean Combination Ensembles0
An Empirical Study on Fine-Grained Named Entity Recognition0
An End-to-End Solution for Named Entity Recognition in eCommerce Search0
A Neural Pipeline Approach for the PharmaCoNER Shared Task using Contextual Exhaustive Models0
A Neural Transition-based Joint Model for Disease Named Entity Recognition and Normalization0
An Evaluation of Recent Neural Sequence Tagging Models in Turkish Named Entity Recognition0
A New Concept of Deep Reinforcement Learning based Augmented General Tagging System0
An Exercise in Reuse of Resources: Adapting General Discourse Coreference Resolution for Detecting Lexical Chains in Patent Documentation0
An Experimental Comparison of Active Learning Strategies for Partially Labeled Sequences0
An Experimental Investigation of Part-Of-Speech Taggers for Vietnamese0
An Experimental Study on Data Augmentation Techniques for Named Entity Recognition on Low-Resource Domains0
An Experiment in Integrating Sentiment Features for Tech Stock Prediction in Twitter0
An Extensive Empirical Evaluation of Character-Based Morphological Tagging for 14 Languages0
An Eye-tracking Study of Named Entity Annotation0
An HMM Based Named Entity Recognition System for Indian Languages: The JU System at ICON 20130
An In-depth Analysis of the Effect of Text Normalization in Social Media0
An Intellectual Property Entity Recognition Method Based on Transformer and Technological Word Information0
An Intelligent Recommendation-cum-Reminder System0
An Investigation towards Differentially Private Sequence Tagging in a Federated Framework0
Annotated Job Ads with Named Entity Recognition0
Annotating and normalizing biomedical NEs with limited knowledge0
Annotating events, Time and Place Expressions in Arabic Texts0
Annotating If the Authors of a Tweet are Located at the Locations They Tweet About0
Annotating the Pandemic: Named Entity Recognition and Normalisation in COVID-19 Literature0
Annotation Errors and NER: A Study with OntoNotes 5.00
Annotation Guidelines for Corpus Novelties: Part 1 -- Named Entity Recognition0
Annotation of Entities and Relations in Spanish Radiology Reports0
A Noise-Robust Loss for Unlabeled Entity Problem in 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