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 176–200 of 641 papers

Title	Date	Tasks	Status	Score
Hierarchical Attentional Hybrid Neural Networks for Document Classification	Jan 20, 2019	ClassificationDocument Classification	CodeCode Available	5
Constrained Relational Topic Models	Feb 1, 2020	Document ClassificationTopic Models	CodeCode Available	5
An Exploration of Hierarchical Attention Transformers for Efficient Long Document Classification	Oct 11, 2022	Document ClassificationGPU	CodeCode Available	5
A Comparison of Machine Learning Algorithms for the Surveillance of Autism Spectrum Disorder	Apr 17, 2018	BIG-bench Machine LearningDocument Classification	CodeCode Available	5
A General-Purpose Multilingual Document Encoder	May 11, 2023	Cross-Lingual TransferDocument Classification	CodeCode Available	5
Hierarchical Attention Networks for Document Classification	Jun 1, 2016	Citation Intent ClassificationClassification	CodeCode Available	5
An Improved Method for Class-specific Keyword Extraction: A Case Study in the German Business Registry	Jul 19, 2024	Document ClassificationKeyword Extraction	CodeCode Available	5
Label-Wise Document Pre-Training for Multi-Label Text Classification	Aug 15, 2020	ClassificationDocument Classification	CodeCode Available	5
Geometric deep learning on graphs and manifolds using mixture model CNNs	Nov 25, 2016	Deep LearningDocument Classification	CodeCode Available	5
GloVe: Global Vectors for Word Representation	Oct 1, 2014	Document ClassificationInformation Retrieval	CodeCode Available	5
Generative Topic Embedding: a Continuous Representation of Documents (Extended Version with Proofs)	Jun 9, 2016	Document ClassificationVariational Inference	CodeCode Available	5
Combining Similarity Features and Deep Representation Learning for Stance Detection in the Context of Checking Fake News	Nov 2, 2018	Document ClassificationGeneral Classification	CodeCode Available	5
Glyce: Glyph-vectors for Chinese Character Representations	Jan 29, 2019	Chinese Dependency ParsingChinese Named Entity Recognition	CodeCode Available	5
Combining Deep Generative Models and Multi-lingual Pretraining for Semi-supervised Document Classification	Jan 26, 2021	ClassificationDocument Classification	CodeCode Available	5
Multi-layer Representation Learning for Medical Concepts	Feb 17, 2016	Document ClassificationMachine Translation	CodeCode Available	5
Generalized Sobolev Transport for Probability Measures on a Graph	Feb 7, 2024	Document ClassificationTopological Data Analysis	CodeCode Available	5
Exploring Topic Coherence over Many Models and Many Topics	Jul 1, 2012	Document ClassificationInformation Retrieval	CodeCode Available	5
Exploring the Relationship Between Algorithm Performance, Vocabulary, and Run-Time in Text Classification	Apr 8, 2021	ClassificationDocument Classification	CodeCode Available	5
Multimodal deep networks for text and image-based document classification	Jul 15, 2019	ClassificationDocument Classification	CodeCode Available	5
FLAG: Financial Long Document Classification via AMR-based GNN	Oct 2, 2024	Abstract Meaning RepresentationDocument Classification	CodeCode Available	5
Multiview Boosting by Controlling the Diversity and the Accuracy of View-specific Voters	Aug 17, 2018	DiversityDocument Classification	CodeCode Available	5
BibRank: Automatic Keyphrase Extraction Platform Using~Metadata	Oct 13, 2023	ClusteringDocument Classification	CodeCode Available	5
My Approach = Your Apparatus? Entropy-Based Topic Modeling on Multiple Domain-Specific Text Collections	Nov 25, 2019	ArticlesBias Detection	CodeCode Available	5
Generative Topic Embedding: a Continuous Representation of Documents	Aug 1, 2016	Document ClassificationTopic Models	CodeCode Available	5
Evaluating Negative Sampling Approaches for Neural Topic Models	Mar 23, 2025	Document ClassificationTopic Models	CodeCode Available	5

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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