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 126–150 of 171 papers

Title	Date	Tasks	Status	Hype
LA-HCN: Label-based Attention for Hierarchical Multi-label TextClassification Neural Network	Sep 23, 2020	Multi Label Text ClassificationMulti-Label Text Classification	CodeCode Available	0
Label-Wise Document Pre-Training for Multi-Label Text Classification	Aug 15, 2020	ClassificationDocument Classification	CodeCode Available	0
I-AID: Identifying Actionable Information from Disaster-related Tweets	Aug 4, 2020	Graph AttentionManagement	CodeCode Available	0
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
Hierarchy-Aware Global Model for Hierarchical Text Classification	Jul 1, 2020	ClassificationGeneral Classification	—Unverified	0
Joint Embedding of Words and Category Labels for Hierarchical Multi-label Text Classification	Apr 6, 2020	ClassificationGeneral Classification	—Unverified	0
Deep Learning Based Multi-Label Text Classification of UNGA Resolutions	Apr 1, 2020	ClassificationDeep Learning	CodeCode Available	0
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
Multi-label Relation Modeling in Facial Action Units Detection	Feb 4, 2020	General ClassificationMulti-Label Classification	—Unverified	0
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	0
PySS3: A Python package implementing a novel text classifier with visualization tools for Explainable AI	Dec 19, 2019	BIG-bench Machine LearningClassification	CodeCode Available	0
t-SS3: a text classifier with dynamic n-grams for early risk detection over text streams	Nov 11, 2019	Anorexia DetectionClassification	CodeCode Available	0
Label-Specific Document Representation for Multi-Label Text Classification	Nov 1, 2019	ClassificationGeneral Classification	CodeCode Available	0
Generalized Zero-shot ICD Coding	Sep 28, 2019	ClassificationGeneral Classification	—Unverified	0
Multi-label Hate Speech and Abusive Language Detection in Indonesian Twitter	Aug 1, 2019	Abuse DetectionAbusive Language	CodeCode Available	0
Hierarchical Multi-label Classification of Text with Capsule Networks	Jul 1, 2019	AttributeClassification	CodeCode Available	0
Hierarchical Transfer Learning for Multi-label Text Classification	Jul 1, 2019	Binary ClassificationClassification	—Unverified	0
NeuralClassifier: An Open-source Neural Hierarchical Multi-label Text Classification Toolkit	Jul 1, 2019	ClassificationGeneral Classification	—Unverified	0
Hierarchical Taxonomy-Aware and Attentional Graph Capsule RCNNs for Large-Scale Multi-Label Text Classification	Jun 9, 2019	ClassificationGeneral Classification	CodeCode Available	0
Towards Scalable and Reliable Capsule Networks for Challenging NLP Applications	Jun 6, 2019	General ClassificationMulti-Label Text Classification	CodeCode Available	0
Large-Scale Multi-Label Text Classification on EU Legislation	Jun 5, 2019	ClassificationGeneral Classification	CodeCode Available	1
Extreme Multi-Label Legal Text Classification: A case study in EU Legislation	May 26, 2019	General ClassificationMulti Label Text Classification	—Unverified	0
Label-aware Document Representation via Hybrid Attention for Extreme Multi-Label Text Classification	May 24, 2019	General ClassificationMulti Label Text Classification	CodeCode Available	0
PatentBERT: Patent Classification with Fine-Tuning a pre-trained BERT Model	May 14, 2019	ClassificationGeneral Classification	CodeCode Available	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