Document Classification

Document Classification is a procedure of assigning one or more labels to a document from a predetermined set of labels.

Source: Long-length Legal Document Classification

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 251–275 of 641 papers

Title	Date	Tasks	Status	Hype
TopicBERT for Energy Efficient Document Classification	Oct 15, 2020	ClassificationDocument Classification	CodeCode Available	1
Multi-label Few/Zero-shot Learning with Knowledge Aggregated from Multiple Label Graphs	Oct 15, 2020	Document ClassificationGeneral Classification	CodeCode Available	1
Text Classification Using Label Names Only: A Language Model Self-Training Approach	Oct 14, 2020	ClassificationDocument Classification	CodeCode Available	1
Legal Document Classification: An Application to Law Area Prediction of Petitions to Public Prosecution Service	Oct 13, 2020	ClassificationDocument Classification	—Unverified	0
Aspect-based Document Similarity for Research Papers	Oct 13, 2020	Document ClassificationRecommendation Systems	CodeCode Available	1
Causal Feature Selection with Dimension Reduction for Interpretable Text Classification	Oct 9, 2020	Causal InferenceClassification	—Unverified	0
Towards a Multi-modal, Multi-task Learning based Pre-training Framework for Document Representation Learning	Sep 30, 2020	Document ClassificationMulti-Task Learning	—Unverified	0
Neural RST-based Evaluation of Discourse Coherence	Sep 30, 2020	Coherence EvaluationDiscourse Parsing	CodeCode Available	1
Immigration Document Classification and Automated Response Generation	Sep 29, 2020	ClassificationDocument Classification	—Unverified	0
Cascaded Semantic and Positional Self-Attention Network for Document Classification	Sep 15, 2020	ClassificationDocument Classification	—Unverified	0
Data Programming by Demonstration: A Framework for Interactively Learning Labeling Functions	Sep 3, 2020	Document Classification	CodeCode Available	1
Label-Wise Document Pre-Training for Multi-Label Text Classification	Aug 15, 2020	ClassificationDocument Classification	CodeCode Available	0
Domain-Specific Language Model Pretraining for Biomedical Natural Language Processing	Jul 31, 2020	Continual Pretraining	CodeCode Available	0
A Study of fastText Word Embedding Effects in Document Classification in Bangla Language	Jul 30, 2020	ClassificationDocument Classification	CodeCode Available	0
XD at SemEval-2020 Task 12: Ensemble Approach to Offensive Language Identification in Social Media Using Transformer Encoders	Jul 21, 2020	DecoderDocument Classification	—Unverified	0
Evaluation of Neural Network Classification Systems on Document Stream	Jul 15, 2020	ClassificationDocument Classification	—Unverified	0
Exploring the Limits of Simple Learners in Knowledge Distillation for Document Classification with DocBERT	Jul 1, 2020	Document ClassificationGeneral Classification	—Unverified	0
Domain Adaptation and Instance Selection for Disease Syndrome Classification over Veterinary Clinical Notes	Jul 1, 2020	Document ClassificationDomain Adaptation	—Unverified	0
A Confidence-Calibrated MOBA Game Winner Predictor	Jun 28, 2020	Document Classification	CodeCode Available	0
Biologically Plausible Learning of Text Representation with Spiking Neural Networks	Jun 26, 2020	Document ClassificationGeneral Classification	—Unverified	0
AraDIC: Arabic Document Classification using Image-Based Character Embeddings and Class-Balanced Loss	Jun 20, 2020	ClassificationDeep Learning	CodeCode Available	0
Explainable and Discourse Topic-aware Neural Language Understanding	Jun 18, 2020	Document ClassificationLanguage Modeling	CodeCode Available	0
LSD-C: Linearly Separable Deep Clusters	Jun 17, 2020	ClusteringData Augmentation	CodeCode Available	1
Improving accuracy and speeding up Document Image Classification through parallel systems	Jun 16, 2020	Document Classificationdocument-image-classification	CodeCode Available	1
Document Classification for COVID-19 Literature	Jun 15, 2020	ArticlesClassification	CodeCode Available	1

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All datasets Reuters-21578 Cora HOC BBCSport Amazon Twitter AAPD Classic IMDb-M Recipe SciDocs (MAG)SciDocs (MeSH)

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	ApproxRepSet	Accuracy	97.17	—	Unverified
2	REL-RWMD k-NN	Accuracy	95.61	—	Unverified
3	Orthogonalized Soft VSM	Accuracy	92.65	—	Unverified
4	MAGNET	F1	89.9	—	Unverified
5	VLAWE	F1	89.3	—	Unverified
6	KD-LSTMreg	F1	88.9	—	Unverified
7	LSTM-reg (single model)	F1	87	—	Unverified
8	SCDV-MS	F1	82.71	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	ACNet	Accuracy	83.5	—	Unverified
2	LGCN	Accuracy	83.3	—	Unverified
3	GAT	Accuracy	83	—	Unverified
4	MoNet	Accuracy	81.7	—	Unverified
5	DeepWalk	Accuracy	67.2	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	BioLinkBERT (large)	F1	88.1	—	Unverified
2	NCBI_BERT(large) (P)	F1	87.3	—	Unverified
3	SciFive-large	F1	86.08	—	Unverified
4	BioGPT	Micro F1	85.12	—	Unverified
5	PubMedBERT uncased	Micro F1	82.32	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	MPAD-path	Accuracy	99.59	—	Unverified
2	Orthogonalized Soft VSM	Accuracy	97.73	—	Unverified
3	ApproxRepSet	Accuracy	95.73	—	Unverified
4	REL-RWMD k-NN	Accuracy	95.18	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	ApproxRepSet	Accuracy	94.31	—	Unverified
2	Orthogonalized Soft VSM	Accuracy	93.42	—	Unverified
3	REL-RWMD k-NN	Accuracy	93.03	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	ApproxRepSet	Accuracy	72.6	—	Unverified
2	REL-RWMD k-NN	Accuracy	71.05	—	Unverified
3	Orthogonalized Soft VSM	Accuracy	69.21	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	KD-LSTMreg	F1	72.9	—	Unverified
2	MAGNET	F1	69.6	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	REL-RWMD k-NN	Accuracy	96.85	—	Unverified
2	ApproxRepSet	Accuracy	96.24	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Document Classification Using Importance of Sentences	Accuracy	54.8	—	Unverified
2	LSTM-reg (single model)	Accuracy	52.8	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	ApproxRepSet	Accuracy	59.06	—	Unverified
2	REL-RWMD k-NN	Accuracy	56.8	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	SPECTER	F1 (micro)	82	—	Unverified
2	SciNCL	F1 (micro)	81.4	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	SciNCL	F1 (micro)	88.7	—	Unverified
2	SPECTER	F1 (micro)	86.4	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	ConvTextTM	Accuracy	91.28	—	Unverified
2	HDLTex	Accuracy	90.93	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	ChuLo	Accuracy	95.38	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	ChuLo	Accuracy	64.4	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	MPAD-path	Accuracy	89.81	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	BilBOWA	Accuracy	75	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	BilBOWA	Accuracy	86.5	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	HDLTex	Accuracy	86.07	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	HDLTex	Accuracy	76.58	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	KD-LSTMreg	Accuracy	69.4	—	Unverified