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
Bengali text document categorization based on very deep convolution neural network	Jul 2, 2021	ClassificationDocument Classification	—Unverified
Deep Learning for Technical Document Classification	Jun 27, 2021	ClassificationDecision Making	—Unverified
Efficient Document Image Classification Using Region-Based Graph Neural Network	Jun 25, 2021	ClassificationDocument Classification	—Unverified
An Automated Knowledge Mining and Document Classification System with Multi-model Transfer Learning	Jun 24, 2021	CoLADocument Classification	—Unverified
An Intelligent Hybrid Model for Identity Document Classification	Jun 7, 2021	ClassificationDocument Classification	—Unverified
Recurrent Neural Networks with Mixed Hierarchical Structures for Natural Language Processing	Jun 4, 2021	Document ClassificationSentence	—Unverified
Game-theoretic Vocabulary Selection via the Shapley Value and Banzhaf Index	Jun 1, 2021	Document ClassificationNatural Language Inference	—Unverified
Lightweight Cross-Lingual Sentence Representation Learning	May 28, 2021	Contrastive LearningDocument Classification	CodeCode Available
Towards Bengali Word Embedding: Corpus Creation, Intrinsic and Extrinsic Evaluations	May 1, 2021	Document ClassificationInformation Retrieval	—Unverified
An Analysis of a BERT Deep Learning Strategy on a Technology Assisted Review Task	Apr 16, 2021	ArticlesDocument Classification	—Unverified
Developing Annotated Resources for Internal Displacement Monitoring	Apr 12, 2021	Document Classification	—Unverified
Not All Attention Is All You Need	Apr 10, 2021	AllDocument Classification	—Unverified
Exploring the Relationship Between Algorithm Performance, Vocabulary, and Run-Time in Text Classification	Apr 8, 2021	ClassificationDocument Classification	CodeCode Available
GEPSA, a tool for monitoring social challenges in digital press	Apr 1, 2021	ClassificationData Visualization	—Unverified
Unsupervised Document Embedding via Contrastive Augmentation	Mar 26, 2021	Contrastive LearningData Augmentation	—Unverified
Identifying ARDS using the Hierarchical Attention Network with Sentence Objectives Framework	Mar 10, 2021	Document ClassificationSentence	—Unverified
Improving Document-Level Sentiment Classification Using Importance of Sentences	Mar 9, 2021	ClassificationDocument Classification	—Unverified
Supervised Tree-Wasserstein Distance	Jan 27, 2021	Document ClassificationGPU	—Unverified
Medical Segment Coloring of Clinical Notes	Jan 26, 2021	Document Classification	—Unverified
Combining Deep Generative Models and Multi-lingual Pretraining for Semi-supervised Document Classification	Jan 26, 2021	ClassificationDocument Classification	CodeCode Available
Entropy Partial Transport with Tree Metrics: Theory and Practice	Jan 24, 2021	Document ClassificationTopological Data Analysis	—Unverified
Enhanced word embeddings using multi-semantic representation through lexical chains	Jan 22, 2021	Document ClassificationSentence	CodeCode Available
Network Clustering for Multi-task Learning	Jan 22, 2021	ClusteringDocument Classification	—Unverified
An Explainable CNN Approach for Medical Codes Prediction from Clinical Text	Jan 14, 2021	AttributeDocument Classification	CodeCode Available
On-Device Document Classification using multimodal features	Jan 6, 2021	ClassificationDocument Classification	—Unverified

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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