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 24012450 of 2874 papers

TitleStatusHype
GNN-SL: Sequence Labeling Based on Nearest Examples via GNNCode0
BIOptimus: Pre-training an Optimal Biomedical Language Model with Curriculum Learning for Named Entity RecognitionCode0
Few-shot classification in Named Entity Recognition TaskCode0
FENEC : un corpus équilibré pour l’évaluation des entités nommées en français (FENEC : a balanced sample corpus for French named entity recognition )Code0
Advancing NLP with Cognitive Language Processing SignalsCode0
Feature-Dependent Confusion Matrices for Low-Resource NER Labeling with Noisy LabelsCode0
Fast Intent Classification for Spoken Language UnderstandingCode0
BioNerFlair: biomedical named entity recognition using flair embedding and sequence taggerCode0
WikiGoldSK: Annotated Dataset, Baselines and Few-Shot Learning Experiments for Slovak Named Entity RecognitionCode0
An attention-based BiLSTM-CRF approach to document-level chemical named entity recognitionCode0
A Corpus for Named Entity Recognition in Chinese Novels with Multi-genresCode0
A Named Entity Recognition Corpus for Vietnamese Biomedical Texts to Support Tuberculosis TreatmentCode0
Semi-Supervised Disentangled Framework for Transferable Named Entity RecognitionCode0
Analyzing Research Trends in Inorganic Materials Literature Using NLPCode0
Graph Convolutional Networks for Named Entity RecognitionCode0
Graph Convolutional Networks for Named Entity RecognitionCode0
Pathway2Text: Dataset and Method for Biomedical Pathway Description GenerationCode0
PcMSP: A Dataset for Scientific Action Graphs Extraction from Polycrystalline Materials Synthesis Procedure TextCode0
Extraction of Medication and Temporal Relation from Clinical Text using Neural Language ModelsCode0
GRN: Gated Relation Network to Enhance Convolutional Neural Network for Named Entity RecognitionCode0
Extracting Impact Model Narratives from Social Services' TextCode0
A Boundary Offset Prediction Network for Named Entity RecognitionCode0
A Resource-Light Method for Cross-Lingual Semantic Textual SimilarityCode0
Semi-supervised Named Entity Recognition in noisy-textCode0
Semi-Supervised Sequence Modeling with Cross-View TrainingCode0
Semi-supervised sequence tagging with bidirectional language modelsCode0
PersoNER: Persian Named-Entity RecognitionCode0
Happy Are Those Who Grade without Seeing: A Multi-Task Learning Approach to Grade Essays Using Gaze BehaviourCode0
Towards Deep Learning in Hindi NER: An approach to tackle the Labelled Data ScarcityCode0
Harnessing Deep Neural Networks with Logic RulesCode0
SeNsER: Learning Cross-Building Sensor Metadata TaggerCode0
Are Data Augmentation Methods in Named Entity Recognition Applicable for Uncertainty Estimation?Code0
MphayaNER: Named Entity Recognition for TshivendaCode0
HCqa: Hybrid and Complex Question Answering on Textual Corpus and Knowledge GraphCode0
Biomedical Named Entity Recognition with Multilingual BERTCode0
Exploring the Potential of Machine Translation for Generating Named Entity Datasets: A Case Study between Persian and EnglishCode0
Exploring Swedish & English fastText Embeddings for NER with the TransformerCode0
Leveraging Cross-Lingual Transfer Learning in Spoken Named Entity Recognition SystemsCode0
Temporal Effects on Pre-trained Models for Language Processing TasksCode0
Phone-ing it in: Towards Flexible Multi-Modal Language Model Training by Phonetic Representations of DataCode0
Biomedical Named Entity Recognition at ScaleCode0
Hierarchical Contextualized Representation for Named Entity RecognitionCode0
Exploring Segment Representations for Neural Segmentation ModelsCode0
Hierarchical Meta-Embeddings for Code-Switching Named Entity RecognitionCode0
Sentence-Level Resampling for Named Entity RecognitionCode0
Cyberthreat Detection from Twitter using Deep Neural NetworksCode0
MTab: Matching Tabular Data to Knowledge Graph using Probability ModelsCode0
Hierarchical Transformer Model for Scientific Named Entity RecognitionCode0
Sentence-State LSTM for Text RepresentationCode0
Exploring Partial Knowledge Base Inference in Biomedical Entity LinkingCode0
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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