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 21012150 of 2874 papers

TitleStatusHype
An Open-Source Dataset and A Multi-Task Model for Malay Named Entity Recognition0
An open source part-of-speech tagger for Norwegian: Building on existing language resources0
A Novel Dataset Towards Extracting Virus-Host Interactions0
Hierarchical Aligned Multimodal Learning for NER on Tweet Posts0
Answer Extraction as Sequence Tagging with Tree Edit Distance0
An Unsupervised Multiple-Task and Multiple-Teacher Model for Cross-lingual Named Entity Recognition0
A Pharmacovigilance Application of Social Media Mining: An Ensemble Approach for Automated Classification and Extraction of Drug Mentions in Tweets0
A Pilot Experiment on Exploiting Translations for Literary Studies on Kafka's ``Verwandlung''0
A Pipeline Arabic Named Entity Recognition using a Hybrid Approach0
A Pipeline Japanese Entity Linking System with Embedding Features0
Apples to Oranges: Evaluating Image Annotations from Natural Language Processing Systems0
Application-Driven Relation Extraction with Limited Distant Supervision0
Application of Data Encryption in Chinese Named Entity Recognition0
Application of Pre-training Models in Named Entity Recognition0
Applying and Sharing pre-trained BERT-models for Named Entity Recognition and Classification in Swedish Electronic Patient Records0
Applying Citizen Science to Gene, Drug, Disease Relationship Extraction from Biomedical Abstracts0
Applying unsupervised keyphrase methods on concepts extracted from discharge sheets0
A practical method for occupational skills detection in Vietnamese job listings0
A Prototypical Semantic Decoupling Method via Joint Contrastive Learning for Few-Shot Name Entity Recognition0
A PubMedBERT-based Classifier with Data Augmentation Strategy for Detecting Medication Mentions in Tweets0
Arabic Named Entity Recognition Process using Transducer Cascade and Arabic Wikipedia0
Arabic Named Entity Recognition Using Transformer-based-CRF Model0
Arabic Named Entity Recognition using Word Representations0
Arabic Named Entity Recognition: What Works and What's Next0
Arabic POS Tagging: Don't Abandon Feature Engineering Just Yet0
Are All Languages Created Equal in Multilingual BERT?0
Are ChatGPT and GPT-4 General-Purpose Solvers for Financial Text Analytics? A Study on Several Typical Tasks0
A Recurrent Neural Network Architecture for De-identifying Clinical Records0
A Recursive Recurrent Neural Network for Statistical Machine Translation0
Are Multilingual Models Effective in Code-Switching?0
Are Multilingual Models the Best Choice for Moderately Under-resourced Languages? A Comprehensive Assessment for Catalan0
A reproducible experimental survey on biomedical sentence similarity: a string-based method sets the state of the art0
Are We NER Yet? Measuring the Impact of ASR Errors on Named Entity Recognition in Spontaneous Conversation Transcripts0
Are you a hero or a villain? A semantic role labelling approach for detecting harmful memes.0
A Rigorous Study on Named Entity Recognition: Can Fine-tuning Pretrained Model Lead to the Promised Land?0
A Rough Set Formalization of Quantitative Evaluation with Ambiguity0
Artificial Intelligence (AI) in Action: Addressing the COVID-19 Pandemic with Natural Language Processing (NLP)0
A Rule-Based Methodology for Company Identification: Application to the Downstream Space Sector0
A Self-learning Template Approach for Recognizing Named Entities from Web Text0
A Semi-Automated Approach for Information Extraction, Classification and Analysis of Unstructured Data0
A Semi-Markov Structured Support Vector Machine Model for High-Precision Named Entity Recognition0
A Semi-Supervised BERT Approach for Arabic Named Entity Recognition0
A Semi-supervised Learning Approach to Arabic Named Entity Recognition0
A Sequence Tagging based Framework for Few-Shot Relation Extraction0
NILE: Fast Natural Language Processing for Electronic Health Records0
A Simple and Efficient Probabilistic Language model for Code-Mixed Text0
A Simple Information-Based Approach to Unsupervised Domain-Adaptive Aspect-Based Sentiment Analysis0
A Simple Yet Strong Pipeline for HotpotQA0
A Simultaneous Recognition Framework for the Spoken Language Understanding Module of Intelligent Personal Assistant Software on Smart Phones0
AsNER -- Annotated Dataset and Baseline for Assamese 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