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 701750 of 2874 papers

TitleStatusHype
Wojood: Nested Arabic Named Entity Corpus and Recognition using BERTCode1
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
Hero-Gang Neural Model For Named Entity RecognitionCode1
ViT5: Pretrained Text-to-Text Transformer for Vietnamese Language GenerationCode1
NFLAT: Non-Flat-Lattice Transformer for Chinese Named Entity RecognitionCode1
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
Ontology-Driven and Weakly Supervised Rare Disease Identification from Clinical NotesCode1
Good Visual Guidance Makes A Better Extractor: Hierarchical Visual Prefix for Multimodal Entity and Relation ExtractionCode1
Biographical: A Semi-Supervised Relation Extraction Dataset0
Wav2Seq: Pre-training Speech-to-Text Encoder-Decoder Models Using Pseudo LanguagesCode1
Uncertainty Estimation of Transformer Predictions for Misclassification DetectionCode0
TeluguNER: Leveraging Multi-Domain Named Entity Recognition with Deep Transformers0
Towards Fine-grained Classification of Climate Change related Social Media Text0
Phone-ing it in: Towards Flexible Multi-Modal Language Model Training by Phonetic Representations of DataCode0
GNNer: Reducing Overlapping in Span-based NER Using Graph Neural NetworksCode1
Biomedical NER using Novel Schema and Distant Supervision0
Simple Semantic-based Data Augmentation for Named Entity Recognition in Biomedical Texts0
Extreme Multi-Label Classification with Label Masking for Product Attribute Value Extraction0
Nested Named Entity Recognition with Span-level Graphs0
Few-Shot Class-Incremental Learning for Named Entity Recognition0
Thai Nested Named Entity Recognition CorpusCode1
Named Entity Recognition for Cancer Immunology Research Using Distant Supervision0
Auxiliary Learning for Named Entity Recognition with Multiple Auxiliary Biomedical Training Data0
Learn and Review: Enhancing Continual Named Entity Recognition via Reviewing Synthetic Samples0
Improving Romanian BioNER Using a Biologically Inspired System0
De-Bias for Generative Extraction in Unified NER Task0
Extract-Select: A Span Selection Framework for Nested Named Entity Recognition with Generative Adversarial Training0
Are you a hero or a villain? A semantic role labelling approach for detecting harmful memes.0
DISTANT-CTO: A Zero Cost, Distantly Supervised Approach to Improve Low-Resource Entity Extraction Using Clinical Trials LiteratureCode0
Extracting Person Names from User Generated Text: Named-Entity Recognition for Combating Human Trafficking0
An Unsupervised Multiple-Task and Multiple-Teacher Model for Cross-lingual Named Entity Recognition0
What do we Really Know about State of the Art NER?0
Polyglot Prompt: Multilingual Multitask PrompTrainingCode1
UM6P-CS at SemEval-2022 Task 11: Enhancing Multilingual and Code-Mixed Complex Named Entity Recognition via Pseudo Labels using Multilingual Transformer0
HiNER: A Large Hindi Named Entity Recognition DatasetCode1
Propose-and-Refine: A Two-Stage Set Prediction Network for Nested Named Entity RecognitionCode1
Boundary Smoothing for Named Entity RecognitionCode1
Local Hypergraph-based Nested Named Entity Recognition as Query-based Sequence Labeling0
Robust Self-Augmentation for Named Entity Recognition with Meta ReweightingCode1
KALA: Knowledge-Augmented Language Model AdaptationCode1
Few-shot learning for medical text: A systematic review0
Recovering Patient Journeys: A Corpus of Biomedical Entities and Relations on Twitter (BEAR)0
Named Entity Recognition for Partially Annotated Datasets0
A Benchmark for Automatic Medical Consultation System: Frameworks, Tasks and DatasetsCode1
LayoutLMv3: Pre-training for Document AI with Unified Text and Image MaskingCode0
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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