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 76–100 of 171 papers

Title	Date	Tasks	Status
Enhancing Chinese Multi-Label Text Classification Performance with Response-based Knowledge Distillation	Nov 1, 2022	Knowledge DistillationMulti Label Text Classification	—Unverified
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
BERT-Flow-VAE: A Weakly-supervised Model for Multi-Label Text Classification	Oct 27, 2022	Multi Label Text ClassificationMulti-Label Text Classification	—Unverified
A Multi-Dimensional, Cross-Domain and Hierarchy-Aware Neural Architecture for ISO-Standard Dialogue Act Tagging	Oct 1, 2022	Multi Label Text ClassificationMulti-Label Text Classification	—Unverified
生成模型在层次结构极限多标签文本分类中的应用(Generation Model for Hierarchical Extreme Multi-label Text Classification)	Oct 1, 2022	Multi Label Text ClassificationMulti-Label Text Classification	—Unverified
Even the Simplest Baseline Needs Careful Re-investigation: A Case Study on XML-CNN	Jul 1, 2022	Deep LearningMulti Label Text Classification	—Unverified
SSN_NLP_MLRG at SemEval-2022 Task 4: Ensemble Learning strategies to detect Patronizing and Condescending Language	Jul 1, 2022	ClassificationEnsemble Learning	—Unverified
HITMI&T at SemEval-2022 Task 4: Investigating Task-Adaptive Pretraining And Attention Mechanism On PCL Detection	Jul 1, 2022	Multi Label Text ClassificationMulti-Label Text Classification	—Unverified
Investigating Active Learning Sampling Strategies for Extreme Multi Label Text Classification	Jun 1, 2022	Active LearningExtreme Multi-Label Classification	—Unverified
Exploiting Dynamic and Fine-grained Semantic Scope for Extreme Multi-label Text Classification	May 24, 2022	Multi Label Text ClassificationMulti-Label Text Classification	—Unverified
RaFoLa: A Rationale-Annotated Corpus for Detecting Indicators of Forced Labour	May 5, 2022	ArticlesMulti Label Text Classification	—Unverified
Contrastive Learning-Enhanced Nearest Neighbor Mechanism for Multi-Label Text Classification	May 1, 2022	Contrastive LearningMulti Label Text Classification	—Unverified
HFT-ONLSTM: Hierarchical and Fine-Tuning Multi-label Text Classification	Apr 18, 2022	ClassificationMulti Label Text Classification	—Unverified
An Ensemble Learning Based Approach to Multi-label Power Text Classification for Fault-type Recognition	Apr 13, 2022	ClassificationEnsemble Learning	—Unverified
Exploiting Local and Global Features in Transformer-based Extreme Multi-label Text Classification	Apr 2, 2022	Multi Label Text ClassificationMulti-Label Text Classification	—Unverified
Long-tailed Extreme Multi-label Text Classification with Generated Pseudo Label Descriptions	Apr 2, 2022	Multi Label Text ClassificationMulti-Label Text Classification	—Unverified
Multi-relation Message Passing for Multi-label Text Classification	Feb 10, 2022	Classificationimage-classification	CodeCode Available
Extreme Zero-Shot Learning for Extreme Text Classification	Jan 16, 2022	ClassificationMulti Label Text Classification	—Unverified
HCL-MTC Hierarchical Contrastive Learning for Multi-label Text Classification	Jan 16, 2022	ClassificationContrastive Learning	—Unverified
Multi-Aspect co-Attentional Collaborative Filtering for Extreme Multi-label Text Classification	Jan 16, 2022	Collaborative FilteringMulti Label Text Classification	—Unverified
GUDN: A novel guide network with label reinforcement strategy for extreme multi-label text classification	Jan 10, 2022	4kMulti Label Text Classification	CodeCode Available
Predicting Job Titles from Job Descriptions with Multi-label Text Classification	Dec 21, 2021	Multi-Label ClassificationMUlTI-LABEL-ClASSIFICATION	CodeCode Available
Extreme Zero-Shot Learning for Extreme Text Classification	Dec 16, 2021	ClassificationMulti Label Text Classification	CodeCode Available
Khmer Text Classification Using Word Embedding and Neural Networks	Dec 13, 2021	ClassificationMulti Label Text Classification	—Unverified
MUCIC at ComMA@ICON: Multilingual Gender Biased and Communal Language Identification Using N-grams and Multilingual Sentence Encoders	Dec 1, 2021	BlockingLanguage Identification	—Unverified

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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