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 51100 of 171 papers

TitleStatusHype
Improving Pretrained Models for Zero-shot Multi-label Text Classification through Reinforced Label Hierarchy ReasoningCode0
Investigating Capsule Networks with Dynamic Routing for Text ClassificationCode0
Label-aware Document Representation via Hybrid Attention for Extreme Multi-Label Text ClassificationCode0
Label-Specific Document Representation for Multi-Label Text ClassificationCode0
Label-Wise Document Pre-Training for Multi-Label Text ClassificationCode0
LA-HCN: Label-based Attention for Hierarchical Multi-label TextClassification Neural NetworkCode0
Mao-Zedong At SemEval-2023 Task 4: Label Represention Multi-Head Attention Model With Contrastive Learning-Enhanced Nearest Neighbor Mechanism For Multi-Label Text ClassificationCode0
Medical Code Prediction from Discharge Summary: Document to Sequence BERT using Sequence AttentionCode0
MIMIC-III, a freely accessible critical care databaseCode0
ML-Net: multi-label classification of biomedical texts with deep neural networksCode0
Multi-label Hate Speech and Abusive Language Detection in Indonesian TwitterCode0
Multi-relation Message Passing for Multi-label Text ClassificationCode0
NLTK: The Natural Language ToolkitCode0
Predicting Job Titles from Job Descriptions with Multi-label Text ClassificationCode0
PySS3: A Python package implementing a novel text classifier with visualization tools for Explainable AICode0
Regularizing Model Complexity and Label Structure for Multi-Label Text ClassificationCode0
RMDL: Random Multimodel Deep Learning for ClassificationCode0
Semantic-Unit-Based Dilated Convolution for Multi-Label Text ClassificationCode0
Similarity-Dissimilarity Loss for Multi-label Supervised Contrastive LearningCode0
Substituting Data Annotation with Balanced Updates and Collective Loss in Multi-label Text ClassificationCode0
Task-Informed Anti-Curriculum by Masking Improves Downstream Performance on TextCode0
Text2Topic: Multi-Label Text Classification System for Efficient Topic Detection in User Generated Content with Zero-Shot CapabilitiesCode0
Towards Scalable and Reliable Capsule Networks for Challenging NLP ApplicationsCode0
t-SS3: a text classifier with dynamic n-grams for early risk detection over text streamsCode0
Vector of Locally-Aggregated Word Embeddings (VLAWE): A Novel Document-level RepresentationCode0
Zero-Shot Cross-Lingual Transfer in Legal Domain Using Transformer ModelsCode0
Hierarchical Transfer Learning for Multi-label Text Classification0
Hierarchy-Aware Global Model for Hierarchical Text Classification0
HiGen: Hierarchy-Aware Sequence Generation for Hierarchical Text Classification0
Comparison of Machine Learning Methods for Multi-label Classification of Nursing Education and Licensure Exam Questions0
HITMI&T at SemEval-2022 Task 4: Investigating Task-Adaptive Pretraining And Attention Mechanism On PCL Detection0
Hostility Detection and Covid-19 Fake News Detection in Social Media0
HSCNN: A Hybrid-Siamese Convolutional Neural Network for Extremely Imbalanced Multi-label Text Classification0
Re-evaluating Extreme Multi-label Text Classification Methods in Tail Label Prediction0
Imbalanced Chinese Multi-label Text Classification Based on Alternating Attention0
Imbalanced Multi-label Classification for Business-related Text with Moderately Large Label Spaces0
Improved Neural Network-based Multi-label Classification with Better Initialization Leveraging Label Co-occurrence0
A Debiased Nearest Neighbors Framework for Multi-Label Text Classification0
Initializing neural networks for hierarchical multi-label text classification0
ChronosLex: Time-aware Incremental Training for Temporal Generalization of Legal Classification Tasks0
Investigating Active Learning Sampling Strategies for Extreme Multi Label Text Classification0
An Effective Deployment of Contrastive Learning in Multi-label Text Classification0
BERT-Flow-VAE: A Weakly-supervised Model for Multi-Label Text Classification0
KDH-MLTC: Knowledge Distillation for Healthcare Multi-Label Text Classification0
KeNet:Knowledge-enhanced Doc-Label Attention Network for Multi-label text classification0
Khmer Text Classification Using Word Embedding and Neural Networks0
Retrieval-augmented Encoders for Extreme Multi-label Text Classification0
Label Dependencies-aware Set Prediction Networks for Multi-label Text Classification0
Label prompt for multi-label text classification0
Retrieval-augmented Multi-label Text Classification0
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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