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 76–100 of 641 papers

Title	Date	Tasks	Status	Hype
Improving Document Classification with Multi-Sense Embeddings	Nov 18, 2019	ClassificationClustering	CodeCode Available	1
Keyword Assisted Topic Models	Apr 13, 2020	Document ClassificationTopic Models	CodeCode Available	1
L3Cube-IndicNews: News-based Short Text and Long Document Classification Datasets in Indic Languages	Jan 4, 2024	ArticlesClassification	CodeCode Available	1
LSD-C: Linearly Separable Deep Clusters	Jun 17, 2020	ClusteringData Augmentation	CodeCode Available	1
MAGNET: Multi-Label Text Classification using Attention-based Graph Neural Network	Feb 24, 2020	Document ClassificationGeneral Classification	CodeCode Available	1
Massively Multilingual Sparse Word Representations	May 1, 2020	Dependency ParsingDocument Classification	CodeCode Available	1
Minimally Supervised Categorization of Text with Metadata	May 1, 2020	Document Classification	CodeCode Available	1
Bridge Correlational Neural Networks for Multilingual Multimodal Representation Learning	Oct 13, 2015	Document ClassificationRepresentation Learning	CodeCode Available	1
Can a Fruit Fly Learn Word Embeddings?	Jan 18, 2021	Document ClassificationWord Embeddings	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
A Simple Approach to Learning Unsupervised Multilingual Embeddings	Apr 10, 2020	Bilingual Lexicon InductionDependency Parsing	—Unverified	0
A Multi-task Approach to Learning Multilingual Representations	Jul 1, 2018	Cross-Lingual Document ClassificationDocument Classification	—Unverified	0
A Semi-supervised Approach for Natural Language Call Routing	Aug 1, 2013	Document ClassificationInformation Retrieval	—Unverified	0
A semi-automatic method for document classification in the shipping industry	Mar 29, 2023	ClassificationDocument Classification	—Unverified	0
A Multiplicative Model for Learning Distributed Text-Based Attribute Representations	Jun 10, 2014	AttributeAuthorship Attribution	—Unverified	0
A Semantic Cover Approach for Topic Modeling	Jun 1, 2019	Document ClassificationGeneral Classification	—Unverified	0
A Multi-Modal Multilingual Benchmark for Document Image Classification	Oct 25, 2023	ClassificationCross-Lingual Transfer	—Unverified	0
A Methodology for Evaluating Timeline Generation Algorithms based on Deep Semantic Units	Jul 1, 2015	Document Classification	—Unverified	0
Argument Component Classification by Relation Identification by Neural Network and TextRank	Aug 1, 2019	ArticlesClassification	—Unverified	0
Clustering Algorithms and RAG Enhancing Semi-Supervised Text Classification with Large LLMs	Nov 9, 2024	ClassificationClustering	—Unverified	0
Clustering of Multi-Word Named Entity variants: Multilingual Evaluation	May 1, 2014	ClusteringDocument Classification	—Unverified	0
A Leveled Reading Corpus of Modern Standard Arabic	May 1, 2018	Document ClassificationMachine Translation	—Unverified	0
A Comparative Study of Conversion Aided Methods for WordNet Sentence Textual Similarity	Aug 1, 2014	Document ClassificationMachine Translation	—Unverified	0
Approximate Conditional Coverage & Calibration via Neural Model Approximations	May 28, 2022	ClassificationDocument Classification	—Unverified	0
Applying Naive Bayes Classification to Google Play Apps Categorization	Aug 30, 2016	ClassificationDocument Classification	—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