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 51–75 of 171 papers

Title	Date	Tasks	Status	Score
PatentBERT: Patent Classification with Fine-Tuning a pre-trained BERT Model	May 14, 2019	ClassificationGeneral Classification	CodeCode Available	5
Mao-Zedong At SemEval-2023 Task 4: Label Represention Multi-Head Attention Model With Contrastive Learning-Enhanced Nearest Neighbor Mechanism For Multi-Label Text Classification	Jul 11, 2023	Contrastive LearningMulti Label Text Classification	CodeCode Available	5
MIMIC-III, a freely accessible critical care database	May 24, 2016	Blood pressure estimationData Integration	CodeCode Available	5
Predicting Job Titles from Job Descriptions with Multi-label Text Classification	Dec 21, 2021	Multi-Label ClassificationMUlTI-LABEL-ClASSIFICATION	CodeCode Available	5
Regularizing Model Complexity and Label Structure for Multi-Label Text Classification	May 1, 2017	General ClassificationMulti Label Text Classification	CodeCode Available	5
RMDL: Random Multimodel Deep Learning for Classification	May 3, 2018	ClassificationDeep Learning	CodeCode Available	5
Divide and Conquer: An Ensemble Approach for Hostile Post Detection in Hindi	Jan 20, 2021	Multi-class ClassificationMulti-Label Text Classification	CodeCode Available	5
Extreme Zero-Shot Learning for Extreme Text Classification	Dec 16, 2021	ClassificationMulti Label Text Classification	CodeCode Available	5
Fast Multi-Resolution Transformer Fine-tuning for Extreme Multi-label Text Classification	Oct 1, 2021	Multi Label Text ClassificationMulti-Label Text Classification	CodeCode Available	5
Few-Shot and Zero-Shot Multi-Label Learning for Structured Label Spaces	Oct 1, 2018	General ClassificationMulti-Label Classification	CodeCode Available	5
LA-HCN: Label-based Attention for Hierarchical Multi-label TextClassification Neural Network	Sep 23, 2020	Multi Label Text ClassificationMulti-Label Text Classification	CodeCode Available	5
Large Scale Legal Text Classification Using Transformer Models	Oct 24, 2020	ClassificationGeneral Classification	CodeCode Available	5
Deep Learning Based Multi-Label Text Classification of UNGA Resolutions	Apr 1, 2020	ClassificationDeep Learning	CodeCode Available	5
Hierarchical Multi-label Classification of Text with Capsule Networks	Jul 1, 2019	AttributeClassification	CodeCode Available	5
Label-Wise Document Pre-Training for Multi-Label Text Classification	Aug 15, 2020	ClassificationDocument Classification	CodeCode Available	5
Investigating Capsule Networks with Dynamic Routing for Text Classification	Mar 29, 2018	ClassificationGeneral Classification	CodeCode Available	5
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	5
Label-aware Document Representation via Hybrid Attention for Extreme Multi-Label Text Classification	May 24, 2019	General ClassificationMulti Label Text Classification	CodeCode Available	5
Comprehensive Evaluation of Deep Learning Architectures for Prediction of DNA/RNA Sequence Binding Specificities	Jan 29, 2019	Automatic Machine Learning Model SelectionDeep Learning	CodeCode Available	5
GUDN: A novel guide network with label reinforcement strategy for extreme multi-label text classification	Jan 10, 2022	4kMulti Label Text Classification	CodeCode Available	5
I-AID: Identifying Actionable Information from Disaster-related Tweets	Aug 4, 2020	Graph AttentionManagement	CodeCode Available	5
Hierarchical Text Classification (HTC) vs. eXtreme Multilabel Classification (XML): Two Sides of the Same Medal	Nov 20, 2024	ClassificationMulti Label Text Classification	CodeCode Available	5
Improving Pretrained Models for Zero-shot Multi-label Text Classification through Reinforced Label Hierarchy Reasoning	Apr 4, 2021	BenchmarkingMulti Label Text Classification	CodeCode Available	5
Hierarchical Taxonomy-Aware and Attentional Graph Capsule RCNNs for Large-Scale Multi-Label Text Classification	Jun 9, 2019	ClassificationGeneral Classification	CodeCode Available	5
Label-Specific Document Representation for Multi-Label Text Classification	Nov 1, 2019	ClassificationGeneral Classification	CodeCode Available	5

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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