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

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Showing 76–100 of 171 papers

Title	Date	Tasks	Status
Enhancing Chinese Multi-Label Text Classification Performance with Response-based Knowledge Distillation	Nov 1, 2022	Knowledge DistillationMulti Label Text Classification	—Unverified
Even the Simplest Baseline Needs Careful Re-investigation: A Case Study on XML-CNN	Jul 1, 2022	Deep LearningMulti Label Text Classification	—Unverified
Exploiting Dynamic and Fine-grained Semantic Scope for Extreme Multi-label Text Classification	May 24, 2022	Multi Label Text ClassificationMulti-Label Text Classification	—Unverified
Exploiting Local and Global Features in Transformer-based Extreme Multi-label Text Classification	Apr 2, 2022	Multi Label Text ClassificationMulti-Label Text Classification	—Unverified
Exploring Contrastive Learning for Long-Tailed Multi-Label Text Classification	Apr 12, 2024	Contrastive LearningMulti-class Classification	—Unverified
Exploring space efficiency in a tree-based linear model for extreme multi-label classification	Oct 12, 2024	Extreme Multi-Label ClassificationMulti-Label Classification	—Unverified
Extreme Multi-Label Legal Text Classification: A case study in EU Legislation	May 26, 2019	General ClassificationMulti Label Text Classification	—Unverified
Extreme Multi-label Text Classification with Pseudo Label Descriptions	Nov 16, 2021	ClassificationMulti Label Text Classification	—Unverified
Extreme Multi-label Text Classification with Multi-layer Experts	Nov 16, 2021	ClassificationMulti Label Text Classification	—Unverified
Extreme Zero-Shot Learning for Extreme Text Classification	Jan 16, 2022	ClassificationMulti Label Text Classification	—Unverified
F-PABEE: Flexible-patience-based Early Exiting for Single-label and Multi-label text Classification Tasks	May 21, 2023	Multi-Label ClassificationMUlTI-LABEL-ClASSIFICATION	—Unverified
Generalized Zero-shot ICD Coding	Sep 28, 2019	ClassificationGeneral Classification	—Unverified
Initializing neural networks for hierarchical multi-label text classification	Aug 1, 2017	ClassificationGeneral Classification	—Unverified
Investigating Active Learning Sampling Strategies for Extreme Multi Label Text Classification	Jun 1, 2022	Active LearningExtreme Multi-Label Classification	—Unverified
KDH-MLTC: Knowledge Distillation for Healthcare Multi-Label Text Classification	May 12, 2025	ClassificationHyperparameter Optimization	—Unverified
KeNet:Knowledge-enhanced Doc-Label Attention Network for Multi-label text classification	Mar 4, 2024	Information RetrievalMulti Label Text Classification	—Unverified
Khmer Text Classification Using Word Embedding and Neural Networks	Dec 13, 2021	ClassificationMulti Label Text Classification	—Unverified
Label Dependencies-aware Set Prediction Networks for Multi-label Text Classification	Apr 14, 2023	Multi Label Text ClassificationMulti-Label Text Classification	—Unverified
Label prompt for multi-label text classification	Jun 18, 2021	ClassificationLanguage Modeling	—Unverified
Label-Specific Dual Graph Neural Network for Multi-Label Text Classification	Aug 1, 2021	Dynamic ReconstructionGraph Neural Network	—Unverified
Large Language Models for Patient Comments Multi-Label Classification	Oct 31, 2024	De-identificationFew-Shot Learning	—Unverified
Large-scale Multi-label Text Classification - Revisiting Neural Networks	Dec 19, 2013	ClassificationGeneral Classification	—Unverified
Learning label-label correlations in Extreme Multi-label Classification via Label Features	May 3, 2024	Extreme Multi-Label ClassificationMulti-Label Classification	—Unverified
CinPatent: Datasets for Patent Classification	Dec 23, 2022	ClassificationMulti Label Text Classification	—Unverified
LegalTurk Optimized BERT for Multi-Label Text Classification and NER	Jun 30, 2024	Multi Label Text ClassificationMulti-Label Text Classification	—Unverified

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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