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 9511000 of 2874 papers

TitleStatusHype
Russian Jeopardy! Data Set for Question-Answering SystemsCode0
Multilingual Named Entity Recognition for Medieval Charters Using Stacked Embeddings and Bert-based Models.0
IgboBERT Models: Building and Training Transformer Models for the Igbo LanguageCode0
Stratégies d’adaptation pour la reconnaissance d’entités médicales en français (Adaptation strategies for biomedical named entity recognition in French)0
Using Sentence-level Classification Helps Entity Extraction from Material Science Literature0
Pre-training and Evaluating Transformer-based Language Models for Icelandic0
A Case Study on the Importance of Named Entities in a Machine Translation Pipeline for Customer Support Content0
GGPONC 2.0 - The German Clinical Guideline Corpus for Oncology: Curation Workflow, Annotation Policy, Baseline NER TaggersCode0
Distant Reading in Digital Humanities: Case Study on the Serbian Part of the ELTeC Collection0
MAPA Project: Ready-to-Go Open-Source Datasets and Deep Learning Technology to Remove Identifying Information from Text Documents0
Named Entity Recognition to Detect Criminal Texts on the Web0
A Warm Start and a Clean Crawled Corpus - A Recipe for Good Language Models0
SpecNFS: A Challenge Dataset Towards Extracting Formal Models from Natural Language SpecificationsCode0
Enhancing Relation Extraction via Adversarial Multi-task LearningCode0
A Named Entity Recognition Corpus for Vietnamese Biomedical Texts to Support Tuberculosis TreatmentCode0
Named Entity Recognition in Estonian 19th Century Parish Court RecordsCode0
FENEC : un corpus équilibré pour l’évaluation des entités nommées en français (FENEC : a balanced sample corpus for French named entity recognition )Code0
Cross-Clinic De-Identification of Swedish Electronic Health Records: Nuances and Caveats0
CorefUD 1.0: Coreference Meets Universal Dependencies0
Remplacement de mentions pour l’adaptation d’un corpus de reconnaissance d’entités nommées à un domaine cible (Mention replacement for adapting a named entity recognition dataset to a target domain)0
AsNER - Annotated Dataset and Baseline for Assamese Named Entity recognition0
Comparing Annotated Datasets for Named Entity Recognition in English LiteratureCode0
ChiMST: A Chinese Medical Corpus for Word Segmentation and Medical Term RecognitionCode0
Enhancing Deep Learning with Embedded Features for Arabic Named Entity RecognitionCode0
From ELTeC Text Collection Metadata and Named Entities to Linked-data (and Back)0
SFE-AI at SemEval-2022 Task 11: Low-Resource Named Entity Recognition using Large Pre-trained Language Models0
L3Cube-MahaNLP: Marathi Natural Language Processing Datasets, Models, and Library0
Sparse Conditional Hidden Markov Model for Weakly Supervised Named Entity RecognitionCode0
Grammar Detection for Sentiment Analysis through Improved Viterbi Algorithm0
BabyBear: Cheap inference triage for expensive language models0
Formulating Few-shot Fine-tuning Towards Language Model Pre-training: A Pilot Study on Named Entity RecognitionCode0
A Natural Language Processing Pipeline for Detecting Informal Data References in Academic Literature0
Topic Segmentation of Research Article Collections0
A reproducible experimental survey on biomedical sentence similarity: a string-based method sets the state of the art0
Feature Aggregation in Zero-Shot Cross-Lingual Transfer Using Multilingual BERT0
Comparing Open Arabic Named Entity Recognition Tools0
NER-MQMRC: Formulating Named Entity Recognition as Multi Question Machine Reading Comprehension0
Lifting the Curse of Multilinguality by Pre-training Modular Transformers0
DISARM: Detecting the Victims Targeted by Harmful MemesCode0
Biographical: A Semi-Supervised Relation Extraction Dataset0
Biomedical NER using Novel Schema and Distant Supervision0
DISTANT-CTO: A Zero Cost, Distantly Supervised Approach to Improve Low-Resource Entity Extraction Using Clinical Trials LiteratureCode0
Auxiliary Learning for Named Entity Recognition with Multiple Auxiliary Biomedical Training Data0
Towards Fine-grained Classification of Climate Change related Social Media Text0
Uncertainty Estimation of Transformer Predictions for Misclassification DetectionCode0
De-Bias for Generative Extraction in Unified NER Task0
Nested Named Entity Recognition with Span-level Graphs0
Extracting Person Names from User Generated Text: Named-Entity Recognition for Combating Human Trafficking0
Phone-ing it in: Towards Flexible Multi-Modal Language Model Training by Phonetic Representations of DataCode0
Improving Romanian BioNER Using a Biologically Inspired System0
Show:102550
← PrevPage 20 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