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 101–125 of 171 papers

Title	Date	Tasks	Status
Zero-Shot Cross-Lingual Transfer in Legal Domain Using Transformer Models	Nov 28, 2021	ClassificationCross-Lingual Transfer	CodeCode Available
Extreme Multi-label Text Classification with Multi-layer Experts	Nov 16, 2021	ClassificationMulti Label Text Classification	—Unverified
Extreme Multi-label Text Classification with Pseudo Label Descriptions	Nov 16, 2021	ClassificationMulti Label Text Classification	—Unverified
Hierarchical Multi-label Text Classification with Horizontal and Vertical Category Correlations	Nov 1, 2021	Multi Label Text ClassificationMulti-Label Text Classification	—Unverified
Meta-LMTC: Meta-Learning for Large-Scale Multi-Label Text Classification	Nov 1, 2021	Meta-LearningMulti-Label Classification	—Unverified
Multi-Label Text Classification by Graph Neural Network with Mixing Operations	Oct 16, 2021	Graph Neural NetworkMulti Label Text Classification	—Unverified
Re-evaluating Extreme Multi-label Text Classification Methods in Tail Label Prediction	Oct 16, 2021	Multi Label Text ClassificationMulti-Label Text Classification	—Unverified
Fast Multi-Resolution Transformer Fine-tuning for Extreme Multi-label Text Classification	Oct 1, 2021	Multi Label Text ClassificationMulti-Label Text Classification	—Unverified
Modeling label correlations implicitly through latent label encodings for multi-label text classification	Sep 29, 2021	Inductive BiasMulti Label Text Classification	—Unverified
CoPHE: A Count-Preserving Hierarchical Evaluation Metric in Large-Scale Multi-Label Text Classification	Sep 10, 2021	Multi Label Text ClassificationMulti-Label Text Classification	CodeCode Available
A Dutch Dataset for Cross-lingual Multilabel Toxicity Detection	Sep 1, 2021	Multi Label Text ClassificationMulti-Label Text Classification	—Unverified
Label-Specific Dual Graph Neural Network for Multi-Label Text Classification	Aug 1, 2021	Dynamic ReconstructionGraph Neural Network	—Unverified
Small-Text: Active Learning for Text Classification in Python	Jul 21, 2021	Active LearningClassification	—Unverified
Label prompt for multi-label text classification	Jun 18, 2021	ClassificationLanguage Modeling	—Unverified
On Evaluation and Improvement of Tail Label Performance for Multi-label Text Classification	Jun 16, 2021	Multi Label Text ClassificationMulti-Label Text Classification	—Unverified
Medical Code Prediction from Discharge Summary: Document to Sequence BERT using Sequence Attention	Jun 15, 2021	Medical Code PredictionMedical Diagnosis	CodeCode Available
TaxoClass: Hierarchical Multi-Label Text Classification Using Only Class Names	Jun 1, 2021	ClassificationMulti Label Text Classification	—Unverified
BdLAN:BERTdoc Label Attention Networks for Multi-label text classification	May 16, 2021	ClassificationInformation Retrieval	—Unverified
Active learning for medical code assignment	Apr 12, 2021	Active LearningDecision Making	—Unverified
Improving Pretrained Models for Zero-shot Multi-label Text Classification through Reinforced Label Hierarchy Reasoning	Apr 4, 2021	BenchmarkingMulti Label Text Classification	CodeCode Available
LiGCN: Label-interpretable Graph Convolutional Networks for Multi-label Text Classification	Mar 26, 2021	ClassificationGeneral Classification	—Unverified
Divide and Conquer: An Ensemble Approach for Hostile Post Detection in Hindi	Jan 20, 2021	Multi-class ClassificationMulti-Label Text Classification	CodeCode Available
Hostility Detection and Covid-19 Fake News Detection in Social Media	Jan 15, 2021	Abusive LanguageFake News Detection	—Unverified
GNN-XML: Graph Neural Networks for Extreme Multi-label Text Classification	Dec 10, 2020	ClusteringGeneral Classification	—Unverified
HSCNN: A Hybrid-Siamese Convolutional Neural Network for Extremely Imbalanced Multi-label Text Classification	Nov 1, 2020	General ClassificationMulti Label Text Classification	—Unverified

Show:10 25 50

← PrevPage 5 of 7Next →

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