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 151–175 of 641 papers

Title	Date	Tasks	Status
Domain-Specific Japanese ELECTRA Model Using a Small Corpus	Sep 1, 2021	ArticlesComputational Efficiency	—Unverified
Dropout: A Simple Way to Prevent Neural Networks from Overfitting	Jun 1, 2014	Document Classificationspeech-recognition	—Unverified
Dropout Training as Adaptive Regularization	Jul 4, 2013	Document Classification	—Unverified
Does the Geometry of Word Embeddings Help Document Classification? A Case Study on Persistent Homology Based Representations	May 31, 2017	ClassificationClustering	—Unverified
An Evaluation Summary Method Based on a Combination of Content and Linguistic Metrics	Sep 1, 2013	Document Classification	—Unverified
Domain Adaptation and Instance Selection for Disease Syndrome Classification over Veterinary Clinical Notes	Jul 1, 2020	Document ClassificationDomain Adaptation	—Unverified
Deep Neural Networks for Czech Multi-label Document Classification	Jan 13, 2017	ClassificationDocument Classification	—Unverified
Deep Learning for Technical Document Classification	Jun 27, 2021	ClassificationDecision Making	—Unverified
Automating Document Classification with Distant Supervision to Increase the Efficiency of Systematic Reviews	Dec 9, 2020	ArticlesDocument Classification	—Unverified
Automatic Construction of Amharic Semantic Networks from Unstructured Text Using Amharic WordNet	Jan 1, 2014	Document ClassificationDocument Summarization	—Unverified
A Comparison of Two Paraphrase Models for Taxonomy Augmentation	Jun 1, 2018	Document ClassificationMachine Translation	—Unverified
Does the Geometry of Word Embeddings Help Document Classification? A Case Study on Persistent Homology-Based Representations	Aug 1, 2017	ClassificationClustering	—Unverified
Leveraging Deep Graph-Based Text Representation for Sentiment Polarity Applications	Feb 23, 2019	BIG-bench Machine LearningDocument Classification	—Unverified
Developing Annotated Resources for Internal Displacement Monitoring	Apr 12, 2021	Document Classification	—Unverified
Developing Healthcare Language Model Embedding Spaces	Mar 28, 2024	Contrastive LearningDocument Classification	—Unverified
Accelerated materials language processing enabled by GPT	Aug 18, 2023	Document ClassificationExtractive Question-Answering	—Unverified
Auxiliary Knowledge-Induced Learning for Automatic Multi-Label Medical Document Classification	May 29, 2024	Document Classification	—Unverified
Domain Agnostic Few-Shot Learning For Document Intelligence	Oct 29, 2021	ClassificationCross-Domain Few-Shot	—Unverified
A New Information Theory of Certainty for Machine Learning	Apr 25, 2023	Document Classification	—Unverified
Disentangling Topic Models: A Cross-cultural Analysis of Personal Values through Words	Nov 1, 2016	Dimensionality ReductionDocument Classification	—Unverified
Diversifying Knowledge Enhancement of Biomedical Language Models using Adapter Modules and Knowledge Graphs	Dec 21, 2023	Document ClassificationKnowledge Graphs	—Unverified
DLUE: Benchmarking Document Language Understanding	May 16, 2023	BenchmarkingDocument Classification	—Unverified
Domain-adaptation of spherical embeddings	Nov 1, 2021	Document ClassificationDomain Adaptation	—Unverified
DUBLIN -- Document Understanding By Language-Image Network	May 23, 2023	Document Classificationdocument understanding	—Unverified
Efficient Correlated Topic Modeling with Topic Embedding	Jul 1, 2017	Document ClassificationGeneral 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