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

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 26–50 of 171 papers

Title	Date	Tasks	Status	Hype
Joint Learning of Hyperbolic Label Embeddings for Hierarchical Multi-label Classification	Jan 13, 2021	General ClassificationHierarchical Multi-label Classification	CodeCode Available	1
LightXML: Transformer with Dynamic Negative Sampling for High-Performance Extreme Multi-label Text Classification	Jan 9, 2021	General ClassificationMulti Label Text Classification	CodeCode Available	1
Explainable Automated Coding of Clinical Notes using Hierarchical Label-wise Attention Networks and Label Embedding Initialisation	Oct 29, 2020	DiagnosticMedical Code Prediction	CodeCode Available	1
Tag Recommendation for Online Q&A Communities based on BERT Pre-Training Technique	Oct 10, 2020	Multi-Label Text ClassificationTAG	CodeCode Available	1
An Empirical Study on Large-Scale Multi-Label Text Classification Including Few and Zero-Shot Labels	Oct 4, 2020	Multi-Label ClassificationMUlTI-LABEL-ClASSIFICATION	CodeCode Available	1
Pretrained Generalized Autoregressive Model with Adaptive Probabilistic Label Clusters for Extreme Multi-label Text Classification	Jul 5, 2020	Multi-Label Text ClassificationText Classification	CodeCode Available	1
Multi-Label Text Classification using Attention-based Graph Neural Network	Mar 22, 2020	ClassificationGeneral Classification	CodeCode Available	1
MAGNET: Multi-Label Text Classification using Attention-based Graph Neural Network	Feb 24, 2020	Document ClassificationGeneral Classification	CodeCode Available	1
Large-Scale Multi-Label Text Classification on EU Legislation	Jun 5, 2019	ClassificationGeneral Classification	CodeCode Available	1
AttentionXML: Label Tree-based Attention-Aware Deep Model for High-Performance Extreme Multi-Label Text Classification	Nov 1, 2018	General ClassificationMulti-Label Text Classification	CodeCode Available	1
KDH-MLTC: Knowledge Distillation for Healthcare Multi-Label Text Classification	May 12, 2025	ClassificationHyperparameter Optimization	—Unverified	0
QUAD-LLM-MLTC: Large Language Models Ensemble Learning for Healthcare Text Multi-Label Classification	Feb 20, 2025	Computational EfficiencyEnsemble Learning	—Unverified	0
Task-Informed Anti-Curriculum by Masking Improves Downstream Performance on Text	Feb 18, 2025	Authorship AttributionLanguage Modeling	CodeCode Available	0
Retrieval-augmented Encoders for Extreme Multi-label Text Classification	Feb 15, 2025	Extreme Multi-Label ClassificationMemorization	—Unverified	0
Hierarchical Text Classification (HTC) vs. eXtreme Multilabel Classification (XML): Two Sides of the Same Medal	Nov 20, 2024	ClassificationMulti Label Text Classification	CodeCode Available	0
A Similarity-Based Oversampling Method for Multi-label Imbalanced Text Data	Nov 1, 2024	Multi-Label ClassificationMUlTI-LABEL-ClASSIFICATION	—Unverified	0
Large Language Models for Patient Comments Multi-Label Classification	Oct 31, 2024	De-identificationFew-Shot Learning	—Unverified	0
Don't Just Pay Attention, PLANT It: Transfer L2R Models to Fine-tune Attention in Extreme Multi-Label Text Classification	Oct 30, 2024	DecoderLearning-To-Rank	—Unverified	0
A Novel Method to Metigate Demographic and Expert Bias in ICD Coding with Causal Inference	Oct 18, 2024	Causal Inferencecounterfactual	—Unverified	0
Similarity-Dissimilarity Loss for Multi-label Supervised Contrastive Learning	Oct 17, 2024	Contrastive LearningMulti-Label Classification	CodeCode Available	0
Exploring space efficiency in a tree-based linear model for extreme multi-label classification	Oct 12, 2024	Extreme Multi-Label ClassificationMulti-Label Classification	—Unverified	0
A Debiased Nearest Neighbors Framework for Multi-Label Text Classification	Aug 6, 2024	Contrastive LearningMulti Label Text Classification	—Unverified	0
A multi-level multi-label text classification dataset of 19th century Ottoman and Russian literary and critical texts	Jul 21, 2024	ArticlesMulti Label Text Classification	—Unverified	0
LegalTurk Optimized BERT for Multi-Label Text Classification and NER	Jun 30, 2024	Multi Label Text ClassificationMulti-Label Text Classification	—Unverified	0
ChronosLex: Time-aware Incremental Training for Temporal Generalization of Legal Classification Tasks	May 23, 2024	Continual LearningMulti Label Text Classification	—Unverified	0

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All datasets CC3M-TagMask Reuters-21578 AAPD Freecode BVICTOR EUR-Lex MVICTOR (theme)SVICTOR (theme)MIMIC-III MIMIC-III-50 Amazon-12K Dataset of Propaganda Techniques of the State-Sponsored Information Operation of the People's Republic of China

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	TTD (w/ fine-tuning)	Precision	88.3	—	Unverified
2	TTD (w/o fine-tuning)	Precision	82.9	—	Unverified
3	Qwen-72B	Precision	69.3	—	Unverified
4	NLTK	Precision	59.8	—	Unverified
5	Vicuna-33B	Precision	52.7	—	Unverified
6	Vicuna-7B	Precision	44.1	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	CB-NTR	Micro-F1	90.74	—	Unverified
2	NTR-FL	Micro-F1	90.7	—	Unverified
3	DB	Micro-F1	90.62	—	Unverified
4	MAGNET	Micro-F1	89.9	—	Unverified
5	CNLE	Micro-F1	89.9	—	Unverified
6	VLAWE	Micro-F1	89.3	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	LSAN	P@1	85.28	—	Unverified
2	LAHA	P@1	84.48	—	Unverified
3	LW-PT	Micro F1	72.8	—	Unverified
4	CNLE	Micro F1	71.7	—	Unverified
5	MAGNET	F1	69.6	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	TagBERT	F1-score	46	—	Unverified
2	TagCNN	F1-score	45.3	—	Unverified
3	TagMulRec	F1-score	36.4	—	Unverified
4	EnTagRec	F1-score	36	—	Unverified
5	FastTagRec	F1-score	33.2	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	XGBoost	Average F1	0.88	—	Unverified
2	SVM	Average F1	0.78	—	Unverified
3	NB	Average F1	0.63	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	bert-base	P@5	68.7	—	Unverified
2	NLP-Cap	P@5	52.83	—	Unverified
3	LAHA	P@5	50.71	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	XGBoost	Average F1	0.89	—	Unverified
2	SVM	Average F1	0.66	—	Unverified
3	NB	Average F1	0.38	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	XGBoost	Average F1	0.89	—	Unverified
2	SVM	Average F1	0.82	—	Unverified
3	NB	Average F1	0.51	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	HLAN	AUC	0.92	—	Unverified
2	Feed-forward NN	Precision	0.25	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	D2SBERT using Sequence Attention	Micro-F1	68.56	—	Unverified
2	HLAN	Micro-F1	64.1	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	LAHA	P@1	94.87	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Bert	1:1 Accuracy	0.8	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	LAHA	P@1	54.38	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	DECAF	Precision@1	38.4	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	ECLARE	Precision@1	40.74	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	HiddeN	Macro-F1	47.3	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	MAGNET	Micro-F1	88.5	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	MAGNET	Micro-F1	56.8	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	BERT	F1	66.83	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	LAHA	P@1	84.18	—	Unverified