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
SSN_NLP_MLRG at SemEval-2022 Task 4: Ensemble Learning strategies to detect Patronizing and Condescending Language	Jul 1, 2022	ClassificationEnsemble Learning	—Unverified
TaxoClass: Hierarchical Multi-Label Text Classification Using Only Class Names	Jun 1, 2021	ClassificationMulti Label Text Classification	—Unverified
Multi-label Relation Modeling in Facial Action Units Detection	Feb 4, 2020	General ClassificationMulti-Label Classification	—Unverified
Well-calibrated Confidence Measures for Multi-label Text Classification with a Large Number of Labels	Dec 14, 2023	Conformal PredictionMulti Label Text Classification	—Unverified
What Do Patients Say About Their Disease Symptoms? Deep Multilabel Text Classification With Human-in-the-Loop Curation for Automatic Labeling of Patient Self Reports of Problems	May 8, 2023	Multilabel Text ClassificationMulti Label Text Classification	—Unverified
Towards Scalable and Reliable Capsule Networks for Challenging NLP Applications	Jun 6, 2019	General ClassificationMulti-Label Text Classification	CodeCode Available
NLTK: The Natural Language Toolkit	May 17, 2002	Multi-Label Text Classification	CodeCode Available
Investigating Capsule Networks with Dynamic Routing for Text Classification	Mar 29, 2018	ClassificationGeneral Classification	CodeCode Available
Improving Pretrained Models for Zero-shot Multi-label Text Classification through Reinforced Label Hierarchy Reasoning	Apr 4, 2021	BenchmarkingMulti Label Text Classification	CodeCode Available
Similarity-Dissimilarity Loss for Multi-label Supervised Contrastive Learning	Oct 17, 2024	Contrastive LearningMulti-Label Classification	CodeCode Available
Deep Learning Based Multi-Label Text Classification of UNGA Resolutions	Apr 1, 2020	ClassificationDeep Learning	CodeCode Available
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
Label-aware Document Representation via Hybrid Attention for Extreme Multi-Label Text Classification	May 24, 2019	General ClassificationMulti Label Text Classification	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
Predicting Job Titles from Job Descriptions with Multi-label Text Classification	Dec 21, 2021	Multi-Label ClassificationMUlTI-LABEL-ClASSIFICATION	CodeCode Available
Label-Specific Document Representation for Multi-Label Text Classification	Nov 1, 2019	ClassificationGeneral Classification	CodeCode Available
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
Label-Wise Document Pre-Training for Multi-Label Text Classification	Aug 15, 2020	ClassificationDocument Classification	CodeCode Available
LA-HCN: Label-based Attention for Hierarchical Multi-label TextClassification Neural Network	Sep 23, 2020	Multi Label Text ClassificationMulti-Label Text Classification	CodeCode Available
PatentBERT: Patent Classification with Fine-Tuning a pre-trained BERT Model	May 14, 2019	ClassificationGeneral Classification	CodeCode Available
PySS3: A Python package implementing a novel text classifier with visualization tools for Explainable AI	Dec 19, 2019	BIG-bench Machine LearningClassification	CodeCode Available
Substituting Data Annotation with Balanced Updates and Collective Loss in Multi-label Text Classification	Sep 24, 2023	Language ModelingLanguage Modelling	CodeCode Available
I-AID: Identifying Actionable Information from Disaster-related Tweets	Aug 4, 2020	Graph AttentionManagement	CodeCode Available
CascadeXML: Rethinking Transformers for End-to-end Multi-resolution Training in Extreme Multi-label Classification	Oct 29, 2022	Extreme Multi-Label ClassificationMulti-Label Classification	CodeCode Available
Automated ICD Coding using Extreme Multi-label Long Text Transformer-based Models	Dec 12, 2022	Multi Label Text ClassificationMulti-Label Text Classification	CodeCode Available

Show:10 25 50

← PrevPage 6 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