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 501–525 of 641 papers

Title	Date	Tasks	Status
Mitigating Uncertainty in Document Classification	Jul 17, 2019	ClassificationDocument Classification	CodeCode Available
Mixing ADAM and SGD: a Combined Optimization Method	Nov 16, 2020	Document ClassificationStochastic Optimization	CodeCode Available
PySS3: A Python package implementing a novel text classifier with visualization tools for Explainable AI	Dec 19, 2019	BIG-bench Machine LearningClassification	CodeCode Available
Corpus-level and Concept-based Explanations for Interpretable Document Classification	Apr 24, 2020	ClassificationDecision Making	CodeCode Available
Generalized Sobolev Transport for Probability Measures on a Graph	Feb 7, 2024	Document ClassificationTopological Data Analysis	CodeCode Available
Generative Topic Embedding: a Continuous Representation of Documents	Aug 1, 2016	Document ClassificationTopic Models	CodeCode Available
Generative Topic Embedding: a Continuous Representation of Documents (Extended Version with Proofs)	Jun 9, 2016	Document ClassificationVariational Inference	CodeCode Available
Exploring the Relationship Between Algorithm Performance, Vocabulary, and Run-Time in Text Classification	Apr 8, 2021	ClassificationDocument Classification	CodeCode Available
Geometric deep learning on graphs and manifolds using mixture model CNNs	Nov 25, 2016	Deep LearningDocument Classification	CodeCode Available
Adaptively Connected Neural Networks	Apr 7, 2019	Document ClassificationImage Classification	CodeCode Available
Explainable and Discourse Topic-aware Neural Language Understanding	Jun 18, 2020	Document ClassificationLanguage Modeling	CodeCode Available
GloVe: Global Vectors for Word Representation	Oct 1, 2014	Document ClassificationInformation Retrieval	CodeCode Available
Glyce: Glyph-vectors for Chinese Character Representations	Jan 29, 2019	Chinese Dependency ParsingChinese Named Entity Recognition	CodeCode Available
Modular Multimodal Architecture for Document Classification	Dec 9, 2019	ClassificationDocument Classification	CodeCode Available
Examining Temporality in Document Classification	Jul 1, 2018	ClassificationDocument Classification	CodeCode Available
A La Carte Embedding: Cheap but Effective Induction of Semantic Feature Vectors	May 14, 2018	Document ClassificationDomain Adaptation	CodeCode Available
Sublinear Time Approximation of Text Similarity Matrices	Dec 17, 2021	Document ClassificationSentence	CodeCode Available
SubRegWeigh: Effective and Efficient Annotation Weighing with Subword Regularization	Sep 10, 2024	Document Classificationnamed-entity-recognition	CodeCode Available
Clustering Document Parts: Detecting and Characterizing Influence Campaigns from Documents	Feb 27, 2024	ClusteringDocument Classification	CodeCode Available
GVdoc: Graph-based Visual Document Classification	May 26, 2023	ClassificationDocument Classification	CodeCode Available
ClassBases at CASE-2022 Multilingual Protest Event Detection Tasks: Multilingual Protest News Detection and Automatically Replicating Manually Created Event Datasets	Jan 16, 2023	ClassificationDocument Classification	CodeCode Available
ChuLo: Chunk-Level Key Information Representation for Long Document Processing	Oct 14, 2024	ChunkingClassification	CodeCode Available
Subword-level Word Vector Representations for Korean	Jul 1, 2018	Document ClassificationLanguage Modeling	CodeCode Available
Evaluating Out-of-Distribution Performance on Document Image Classifiers	Oct 14, 2022	Document Classification	CodeCode Available
Evaluating Negative Sampling Approaches for Neural Topic Models	Mar 23, 2025	Document ClassificationTopic Models	CodeCode Available

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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