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 126–150 of 171 papers

Title	Date	Tasks	Status
Comparison of Machine Learning Methods for Multi-label Classification of Nursing Education and Licensure Exam Questions	Nov 1, 2020	ClassificationMulti-Label Classification	—Unverified
Large Scale Legal Text Classification Using Transformer Models	Oct 24, 2020	ClassificationGeneral Classification	—Unverified
Data-Efficient Pretraining via Contrastive Self-Supervision	Oct 2, 2020	FairnessFew-Shot Learning	—Unverified
Imbalanced Chinese Multi-label Text Classification Based on Alternating Attention	Oct 1, 2020	ClassificationMulti Label Text Classification	—Unverified
Self-supervised Contrastive Zero to Few-shot Learning from Small, Long-tailed Text data	Sep 28, 2020	Few-Shot LearningMulti Label Text Classification	—Unverified
LA-HCN: Label-based Attention for Hierarchical Multi-label TextClassification Neural Network	Sep 23, 2020	Multi Label Text ClassificationMulti-Label Text Classification	CodeCode Available
Label-Wise Document Pre-Training for Multi-Label Text Classification	Aug 15, 2020	ClassificationDocument Classification	CodeCode Available
I-AID: Identifying Actionable Information from Disaster-related Tweets	Aug 4, 2020	Graph AttentionManagement	CodeCode Available
Hierarchy-Aware Global Model for Hierarchical Text Classification	Jul 1, 2020	ClassificationGeneral Classification	—Unverified
Joint Embedding of Words and Category Labels for Hierarchical Multi-label Text Classification	Apr 6, 2020	ClassificationGeneral Classification	—Unverified
Deep Learning Based Multi-Label Text Classification of UNGA Resolutions	Apr 1, 2020	ClassificationDeep Learning	CodeCode Available
Multi-label Relation Modeling in Facial Action Units Detection	Feb 4, 2020	General ClassificationMulti-Label Classification	—Unverified
Pretrained Generalized Autoregressive Model with Adaptive Probabilistic Label Cluster for Extreme Multi-label Text Classification	Jan 1, 2020	Multi Label Text ClassificationMulti-Label Text Classification	—Unverified
PySS3: A Python package implementing a novel text classifier with visualization tools for Explainable AI	Dec 19, 2019	BIG-bench Machine LearningClassification	CodeCode Available
t-SS3: a text classifier with dynamic n-grams for early risk detection over text streams	Nov 11, 2019	Anorexia DetectionClassification	CodeCode Available
Label-Specific Document Representation for Multi-Label Text Classification	Nov 1, 2019	ClassificationGeneral Classification	CodeCode Available
Generalized Zero-shot ICD Coding	Sep 28, 2019	ClassificationGeneral Classification	—Unverified
Multi-label Hate Speech and Abusive Language Detection in Indonesian Twitter	Aug 1, 2019	Abuse DetectionAbusive Language	CodeCode Available
Hierarchical Multi-label Classification of Text with Capsule Networks	Jul 1, 2019	AttributeClassification	CodeCode Available
NeuralClassifier: An Open-source Neural Hierarchical Multi-label Text Classification Toolkit	Jul 1, 2019	ClassificationGeneral Classification	—Unverified
Hierarchical Transfer Learning for Multi-label Text Classification	Jul 1, 2019	Binary ClassificationClassification	—Unverified
Hierarchical Taxonomy-Aware and Attentional Graph Capsule RCNNs for Large-Scale Multi-Label Text Classification	Jun 9, 2019	ClassificationGeneral Classification	CodeCode Available
Towards Scalable and Reliable Capsule Networks for Challenging NLP Applications	Jun 6, 2019	General ClassificationMulti-Label Text Classification	CodeCode Available
Extreme Multi-Label Legal Text Classification: A case study in EU Legislation	May 26, 2019	General ClassificationMulti Label Text Classification	—Unverified
Label-aware Document Representation via Hybrid Attention for Extreme Multi-Label Text Classification	May 24, 2019	General ClassificationMulti Label Text Classification	CodeCode Available

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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