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 1–25 of 171 papers

Title	Date	Tasks	Status	Hype
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
Open-world Multi-label Text Classification with Extremely Weak Supervision	Jul 8, 2024	Keyword ExtractionLanguage Modelling	CodeCode Available	1
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
Learning label-label correlations in Extreme Multi-label Classification via Label Features	May 3, 2024	Extreme Multi-Label ClassificationMulti-Label Classification	—Unverified	0
Empowering Interdisciplinary Research with BERT-Based Models: An Approach Through SciBERT-CNN with Topic Modeling	Apr 16, 2024	ClassificationMulti Label Text Classification	—Unverified	0
Exploring Contrastive Learning for Long-Tailed Multi-Label Text Classification	Apr 12, 2024	Contrastive LearningMulti-class Classification	—Unverified	0
TTD: Text-Tag Self-Distillation Enhancing Image-Text Alignment in CLIP to Alleviate Single Tag Bias	Mar 30, 2024	Multi-Label Text ClassificationOpen Vocabulary Semantic Segmentation	CodeCode Available	1
KeNet:Knowledge-enhanced Doc-Label Attention Network for Multi-label text classification	Mar 4, 2024	Information RetrievalMulti Label Text Classification	—Unverified	0
HiGen: Hierarchy-Aware Sequence Generation for Hierarchical Text Classification	Jan 24, 2024	ArticlesLanguage Modeling	—Unverified	0
Harnessing the Power of Beta Scoring in Deep Active Learning for Multi-Label Text Classification	Jan 15, 2024	Active LearningMulti Label Text Classification	—Unverified	0
Compositional Generalization for Multi-label Text Classification: A Data-Augmentation Approach	Dec 18, 2023	ClassificationData Augmentation	CodeCode Available	1
Well-calibrated Confidence Measures for Multi-label Text Classification with a Large Number of Labels	Dec 14, 2023	Conformal PredictionMulti 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