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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 626–641 of 641 papers

Title	Date	Tasks	Status	Hype
Complex Inference in Neural Circuits with Probabilistic Population Codes and Topic Models	Dec 1, 2012	Decision MakingDocument Classification	—Unverified	0
Annotation Scheme for Constructing Sentiment Corpus in Korean	Nov 1, 2012	Document ClassificationQuestion Answering	—Unverified	0
Improving Word Representations via Global Context and Multiple Word Prototypes	Jul 1, 2012	Document ClassificationInformation Retrieval	—Unverified	0
Exploring Topic Coherence over Many Models and Many Topics	Jul 1, 2012	Document ClassificationInformation Retrieval	CodeCode Available	0
Information-theoretic Multi-view Domain Adaptation	Jul 1, 2012	Document ClassificationDomain Adaptation	—Unverified	0
Taxonomy Induction Using Hierarchical Random Graphs	Jun 1, 2012	Document ClassificationNatural Language Inference	—Unverified	0
Effacement de dimensions de similarit\'e textuelle pour l'exploration de collections de rapports d'incidents a\'eronautiques (Deletion of dimensions of textual similarity for the exploration of collections of accident reports in aviation) [in French]	Jun 1, 2012	Document Classification	—Unverified	0
Irregularity Detection in Categorized Document Corpora	May 1, 2012	ArticlesDocument Classification	—Unverified	0
Assessing Divergence Measures for Automated Document Routing in an Adaptive MT System	May 1, 2012	Document ClassificationMachine Translation	—Unverified	0
Bootstrapping Sentiment Labels For Unannotated Documents With Polarity PageRank	May 1, 2012	Document ClassificationGeneral Classification	—Unverified	0
Linguistic Resources for Handwriting Recognition and Translation Evaluation	May 1, 2012	Document ClassificationHandwriting Recognition	—Unverified	0
Experiments on Hybrid Corpus-Based Sentiment Lexicon Acquisition	Apr 1, 2012	Document ClassificationQuestion Answering	—Unverified	0
Collective Classification of Textual Documents by Guided Self-Organization in T-Cell Cross-Regulation Dynamics	Feb 4, 2011	ArticlesBinary Classification	—Unverified	0
Reverse Multi-Label Learning	Dec 1, 2010	ClassificationDocument Classification	—Unverified	0
Efficient Optimization for Discriminative Latent Class Models	Dec 1, 2010	ClusteringDimensionality Reduction	—Unverified	0
A Survey of Naïve Bayes Machine Learning approach in Text Document Classification	Mar 9, 2010	BIG-bench Machine LearningClassification	—Unverified	0

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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