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 851900 of 2874 papers

TitleStatusHype
Deeper Clinical Document Understanding Using Relation ExtractionCode0
Distilling the Knowledge of Romanian BERTs Using Multiple TeachersCode0
Training dataset and dictionary sizes matter in BERT models: the case of Baltic languages0
Unified Named Entity Recognition as Word-Word Relation ClassificationCode1
Learning Rich Representation of Keyphrases from TextCode1
Simple Questions Generate Named Entity Recognition DatasetsCode1
Named entity recognition architecture combining contextual and global featuresCode1
Cognition-aware Cognate DetectionCode0
On the Use of External Data for Spoken Named Entity RecognitionCode0
ANEA: Automated (Named) Entity Annotation for German Domain-Specific TextsCode0
ITA: Image-Text Alignments for Multi-Modal Named Entity RecognitionCode1
Automated tabulation of clinical trial results: A joint entity and relation extraction approach with transformer-based language representationsCode0
Opinion Extraction as A Structured Sentiment Analysis using Transformers0
Transformer-Based Approach for Joint Handwriting and Named Entity Recognition in Historical documents0
Fast and Accurate End-to-End Span-based Semantic Role Labeling as Word-based Graph ParsingCode1
Causal Distillation for Language ModelsCode1
A Russian Jeopardy! Data Set for Question-Answering SystemsCode0
Multi-task pre-finetuning for zero-shot cross lingual transfer0
Did You Enjoy the Last Supper? An Experimental Study on Cross-Domain NER Models for the Art DomainCode0
Named Entity Recognition for French medieval charters0
Named Entity-Factored Transformer for Proper Noun Translation0
Transferring Modern Named Entity Recognition to the Historical Domain: How to Take the Step?0
Abstractive Text Summarization: Enhancing Sequence-to-Sequence Models Using Word Sense Disambiguation and Semantic Content Generalization0
Wiki to Automotive: Understanding the Distribution Shift and its impact on Named Entity Recognition0
NER-BERT: A Pre-trained Model for Low-Resource Entity Tagging0
Building astroBERT, a language model for Astronomy & Astrophysics0
Automatic Extraction of Medication Names in Tweets as Named Entity Recognition0
KARL-Trans-NER: Knowledge Aware Representation Learning for Named Entity Recognition using Transformers0
Chemical Identification and Indexing in PubMed Articles via BERT and Text-to-Text Approaches0
Do We Still Need Automatic Speech Recognition for Spoken Language Understanding?0
Why KDAC? A general activation function for knowledge discovery0
A New Multifractal-based Deep Learning Model for Text Mining0
KazNERD: Kazakh Named Entity Recognition DatasetCode1
Temporal Effects on Pre-trained Models for Language Processing TasksCode0
Few-shot Named Entity Recognition with Cloze Questions0
CL-NERIL: A Cross-Lingual Model for NER in Indian LanguagesCode0
Enhancing Multilingual Language Model with Massive Multilingual Knowledge TriplesCode1
Improving Tagging Consistency and Entity Coverage for Chemical Identification in Full-text Articles0
Textbook to triples: Creating knowledge graph in the form of triples from AI TextBook0
SLUE: New Benchmark Tasks for Spoken Language Understanding Evaluation on Natural SpeechCode1
MINER: Improving Out-of-Vocabulary Named Entity Recognition from an Information Theoretic Perspective0
Distill and Calibrate: Denoising Inconsistent Labeling Instances for Chinese Named Entity Recognition0
Distantly Supervised Named Entity Recognition with Category-Oriented Confidence CalibrationCode0
Textual Entailment with Dynamic Contrastive Learning for Zero-shot NER0
Explicit Modeling the Context for Chinese NER0
NSP-NER: A Prompt-based Learner for Few-shot NER Driven by Next Sentence Prediction0
Multi-Granularity Contrastive Knowledge Distillation for Multimodal Named Entity Recognition0
Computer Science Articles Named Entity Recognition Datasets: Survey and Our Recent Development0
Nested Named Entity Recognition as Latent Lexicalized Constituency Parsing0
An Unsupervised Multiple-Task and Multiple-Teacher Model for Cross-lingual 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
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