SOTAVerified

Multi-Label Text Classification

According to Wikipedia "In machine learning, multi-label classification and the strongly related problem of multi-output classification are variants of the classification problem where multiple labels may be assigned to each instance. Multi-label classification is a generalization of multiclass classification, which is the single-label problem of categorizing instances into precisely one of more than two classes; in the multi-label problem there is no constraint on how many of the classes the instance can be assigned to."

Papers

Showing 101150 of 171 papers

TitleStatusHype
Medical Code Prediction from Discharge Summary: Document to Sequence BERT using Sequence AttentionCode0
Dataset of Propaganda Techniques of the State-Sponsored Information Operation of the People's Republic of ChinaCode1
Enhancing Label Correlation Feedback in Multi-Label Text Classification via Multi-Task LearningCode1
TaxoClass: Hierarchical Multi-Label Text Classification Using Only Class Names0
BdLAN:BERTdoc Label Attention Networks for Multi-label text classification0
Active learning for medical code assignment0
Improving Pretrained Models for Zero-shot Multi-label Text Classification through Reinforced Label Hierarchy ReasoningCode0
LiGCN: Label-interpretable Graph Convolutional Networks for Multi-label Text Classification0
MATCH: Metadata-Aware Text Classification in A Large HierarchyCode1
Towards Robustness to Label Noise in Text Classification via Noise ModelingCode1
Does Head Label Help for Long-Tailed Multi-Label Text ClassificationCode1
Divide and Conquer: An Ensemble Approach for Hostile Post Detection in HindiCode0
Hostility Detection and Covid-19 Fake News Detection in Social Media0
Joint Learning of Hyperbolic Label Embeddings for Hierarchical Multi-label ClassificationCode1
LightXML: Transformer with Dynamic Negative Sampling for High-Performance Extreme Multi-label Text ClassificationCode1
GNN-XML: Graph Neural Networks for Extreme Multi-label Text Classification0
Comparison of Machine Learning Methods for Multi-label Classification of Nursing Education and Licensure Exam Questions0
HSCNN: A Hybrid-Siamese Convolutional Neural Network for Extremely Imbalanced Multi-label Text Classification0
Explainable Automated Coding of Clinical Notes using Hierarchical Label-wise Attention Networks and Label Embedding InitialisationCode1
Large Scale Legal Text Classification Using Transformer ModelsCode0
Tag Recommendation for Online Q&A Communities based on BERT Pre-Training TechniqueCode1
An Empirical Study on Large-Scale Multi-Label Text Classification Including Few and Zero-Shot LabelsCode1
Data-Efficient Pretraining via Contrastive Self-Supervision0
Imbalanced Chinese Multi-label Text Classification Based on Alternating Attention0
Self-supervised Contrastive Zero to Few-shot Learning from Small, Long-tailed Text data0
LA-HCN: Label-based Attention for Hierarchical Multi-label TextClassification Neural NetworkCode0
Label-Wise Document Pre-Training for Multi-Label Text ClassificationCode0
I-AID: Identifying Actionable Information from Disaster-related TweetsCode0
Pretrained Generalized Autoregressive Model with Adaptive Probabilistic Label Clusters for Extreme Multi-label Text ClassificationCode1
Hierarchy-Aware Global Model for Hierarchical Text Classification0
Joint Embedding of Words and Category Labels for Hierarchical Multi-label Text Classification0
Deep Learning Based Multi-Label Text Classification of UNGA ResolutionsCode0
Multi-Label Text Classification using Attention-based Graph Neural NetworkCode1
MAGNET: Multi-Label Text Classification using Attention-based Graph Neural NetworkCode1
Multi-label Relation Modeling in Facial Action Units Detection0
Pretrained Generalized Autoregressive Model with Adaptive Probabilistic Label Cluster for Extreme Multi-label Text Classification0
PySS3: A Python package implementing a novel text classifier with visualization tools for Explainable AICode0
t-SS3: a text classifier with dynamic n-grams for early risk detection over text streamsCode0
Label-Specific Document Representation for Multi-Label Text ClassificationCode0
Generalized Zero-shot ICD Coding0
Multi-label Hate Speech and Abusive Language Detection in Indonesian TwitterCode0
Hierarchical Multi-label Classification of Text with Capsule NetworksCode0
Hierarchical Transfer Learning for Multi-label Text Classification0
NeuralClassifier: An Open-source Neural Hierarchical Multi-label Text Classification Toolkit0
Hierarchical Taxonomy-Aware and Attentional Graph Capsule RCNNs for Large-Scale Multi-Label Text ClassificationCode0
Towards Scalable and Reliable Capsule Networks for Challenging NLP ApplicationsCode0
Large-Scale Multi-Label Text Classification on EU LegislationCode1
Extreme Multi-Label Legal Text Classification: A case study in EU Legislation0
Label-aware Document Representation via Hybrid Attention for Extreme Multi-Label Text ClassificationCode0
PatentBERT: Patent Classification with Fine-Tuning a pre-trained BERT ModelCode0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1TTD (w/ fine-tuning)Precision88.3Unverified
2TTD (w/o fine-tuning)Precision82.9Unverified
3Qwen-72BPrecision69.3Unverified
4NLTKPrecision59.8Unverified
5Vicuna-33BPrecision52.7Unverified
6Vicuna-7BPrecision44.1Unverified
#ModelMetricClaimedVerifiedStatus
1CB-NTRMicro-F190.74Unverified
2NTR-FLMicro-F190.7Unverified
3DBMicro-F190.62Unverified
4MAGNETMicro-F189.9Unverified
5CNLEMicro-F189.9Unverified
6VLAWEMicro-F189.3Unverified
#ModelMetricClaimedVerifiedStatus
1LSANP@185.28Unverified
2LAHAP@184.48Unverified
3LW-PTMicro F172.8Unverified
4CNLEMicro F171.7Unverified
5MAGNETF169.6Unverified
#ModelMetricClaimedVerifiedStatus
1TagBERTF1-score46Unverified
2TagCNNF1-score45.3Unverified
3TagMulRecF1-score36.4Unverified
4EnTagRecF1-score36Unverified
5FastTagRecF1-score33.2Unverified
#ModelMetricClaimedVerifiedStatus
1XGBoostAverage F10.88Unverified
2SVMAverage F10.78Unverified
3NBAverage F10.63Unverified
#ModelMetricClaimedVerifiedStatus
1bert-baseP@568.7Unverified
2NLP-CapP@552.83Unverified
3LAHAP@550.71Unverified
#ModelMetricClaimedVerifiedStatus
1XGBoostAverage F10.89Unverified
2SVMAverage F10.66Unverified
3NBAverage F10.38Unverified
#ModelMetricClaimedVerifiedStatus
1XGBoostAverage F10.89Unverified
2SVMAverage F10.82Unverified
3NBAverage F10.51Unverified
#ModelMetricClaimedVerifiedStatus
1HLANAUC0.92Unverified
2Feed-forward NNPrecision0.25Unverified
#ModelMetricClaimedVerifiedStatus
1D2SBERT using Sequence AttentionMicro-F168.56Unverified
2HLANMicro-F164.1Unverified
#ModelMetricClaimedVerifiedStatus
1LAHAP@194.87Unverified
#ModelMetricClaimedVerifiedStatus
1Bert1:1 Accuracy0.8Unverified
#ModelMetricClaimedVerifiedStatus
1LAHAP@154.38Unverified
#ModelMetricClaimedVerifiedStatus
1DECAFPrecision@138.4Unverified
#ModelMetricClaimedVerifiedStatus
1ECLAREPrecision@140.74Unverified
#ModelMetricClaimedVerifiedStatus
1HiddeNMacro-F147.3Unverified
#ModelMetricClaimedVerifiedStatus
1MAGNETMicro-F188.5Unverified
#ModelMetricClaimedVerifiedStatus
1MAGNETMicro-F156.8Unverified
#ModelMetricClaimedVerifiedStatus
1BERTF166.83Unverified
#ModelMetricClaimedVerifiedStatus
1LAHAP@184.18Unverified