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 351400 of 2874 papers

TitleStatusHype
FinBERT-MRC: financial named entity recognition using BERT under the machine reading comprehension paradigmCode1
Autoregressive Structured Prediction with Language ModelsCode1
Deep Active Learning for Named Entity RecognitionCode1
Deep contextualized word representationsCode1
Deep Span Representations for Named Entity RecognitionCode1
NEREL: A Russian Dataset with Nested Named Entities, Relations and EventsCode1
Nested Named Entity Recognition as Latent Lexicalized Constituency ParsingCode1
Deeper Task-Specificity Improves Joint Entity and Relation ExtractionCode1
Beheshti-NER: Persian Named Entity Recognition Using BERTCode1
ATCO2 corpus: A Large-Scale Dataset for Research on Automatic Speech Recognition and Natural Language Understanding of Air Traffic Control CommunicationsCode1
DiffusionNER: Boundary Diffusion for Named Entity RecognitionCode1
newsSweeper at SemEval-2020 Task 11: Context-Aware Rich Feature Representations For Propaganda ClassificationCode1
Developing a Named Entity Recognition Dataset for TagalogCode1
From Zero to Hero: Harnessing Transformers for Biomedical Named Entity Recognition in Zero- and Few-shot ContextsCode1
Noisy-Labeled NER with Confidence EstimationCode1
NuNER: Entity Recognition Encoder Pre-training via LLM-Annotated DataCode1
Discontinuous Named Entity Recognition as Maximal Clique DiscoveryCode1
DiscoverPath: A Knowledge Refinement and Retrieval System for Interdisciplinarity on Biomedical ResearchCode1
Optimal Hyperparameters for Deep LSTM-Networks for Sequence Labeling TasksCode1
Optimizing Bi-Encoder for Named Entity Recognition via Contrastive LearningCode1
A Discourse-Level Named Entity Recognition and Relation Extraction Dataset for Chinese Literature TextCode1
Distantly-Supervised Named Entity Recognition with Noise-Robust Learning and Language Model Augmented Self-TrainingCode1
Distantly Supervised Named Entity Recognition via Confidence-Based Multi-Class Positive and Unlabeled LearningCode1
Parallel sequence tagging for concept recognitionCode1
FindVehicle and VehicleFinder: A NER dataset for natural language-based vehicle retrieval and a keyword-based cross-modal vehicle retrieval systemCode1
Distillation-Resistant Watermarking for Model Protection in NLPCode1
Partially Supervised Named Entity Recognition via the Expected Entity Ratio LossCode1
Distilling Causal Effect from Miscellaneous Other-Class for Continual Named Entity RecognitionCode1
GENIUS: Sketch-based Language Model Pre-training via Extreme and Selective Masking for Text Generation and AugmentationCode1
Good Visual Guidance Makes A Better Extractor: Hierarchical Visual Prefix for Multimodal Entity and Relation ExtractionCode1
Playing with Words at the National Library of Sweden -- Making a Swedish BERTCode1
Polyglot Prompt: Multilingual Multitask PrompTrainingCode1
Improving Named Entity Recognition with Attentive Ensemble of Syntactic InformationCode1
DWIE: an entity-centric dataset for multi-task document-level information extractionCode1
Earnings-21: A Practical Benchmark for ASR in the WildCode1
A Unified Generative Framework for Various NER SubtasksCode1
PUnifiedNER: A Prompting-based Unified NER System for Diverse DatasetsCode1
A Unified MRC Framework for Named Entity RecognitionCode1
QaNER: Prompting Question Answering Models for Few-shot Named Entity RecognitionCode1
Automated Concatenation of Embeddings for Structured PredictionCode1
Lightweight Transformers for Clinical Natural Language ProcessingCode1
Empirical Analysis of Unlabeled Entity Problem in Named Entity RecognitionCode1
ELIT: Emory Language and Information ToolkitCode1
ELECTRAMed: a new pre-trained language representation model for biomedical NLPCode1
Retrieval Augmented Instruction Tuning for Open NER with Large Language ModelsCode1
REXEL: An End-to-end Model for Document-Level Relation Extraction and Entity LinkingCode1
An Analysis of Simple Data Augmentation for Named Entity RecognitionCode1
RpBERT: A Text-image Relation Propagation-based BERT Model for Multimodal NERCode1
Advances of Transformer-Based Models for News Headline GenerationCode1
PromptNER: Prompt Locating and Typing for Named Entity RecognitionCode1
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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