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 526–550 of 641 papers

Title	Date	Tasks	Status
Discriminative Topic Mining via Category-Name Guided Text Embedding	Aug 20, 2019	Document ClassificationGeneral Classification	CodeCode Available
Hierarchical Attentional Hybrid Neural Networks for Document Classification	Jan 20, 2019	ClassificationDocument Classification	CodeCode Available
Hierarchical Attention Networks for Document Classification	Jun 1, 2016	Citation Intent ClassificationClassification	CodeCode Available
Multi-layer Representation Learning for Medical Concepts	Feb 17, 2016	Document ClassificationMachine Translation	CodeCode Available
ERNIE-Layout: Layout-Knowledge Enhanced Multi-modal Pre-training for Document Understanding	Jan 16, 2022	cross-modal alignmentDocument Classification	CodeCode Available
A Systematic Comparison of Architectures for Document-Level Sentiment Classification	Feb 19, 2020	ClassificationDocument Classification	CodeCode Available
Can Reasoning LLMs Enhance Clinical Document Classification?	Apr 10, 2025	ClassificationDocument Classification	CodeCode Available
Multilingual Distributed Representations without Word Alignment	Dec 20, 2013	Cross-Lingual Document ClassificationDocument Classification	CodeCode Available
Enriching BERT with Knowledge Graph Embeddings for Document Classification	Sep 18, 2019	ClassificationDescriptive	CodeCode Available
Enhanced word embeddings using multi-semantic representation through lexical chains	Jan 22, 2021	Document ClassificationSentence	CodeCode Available
End-to-End Text Classification via Image-based Embedding using Character-level Networks	Oct 8, 2018	Document ClassificationGeneral Classification	CodeCode Available
Emotion Detection on TV Show Transcripts with Sequence-based Convolutional Neural Networks	Aug 14, 2017	Document ClassificationGeneral Classification	CodeCode Available
Multilingual Hierarchical Attention Networks for Document Classification	Jul 4, 2017	ClassificationComputational Efficiency	CodeCode Available
Multilingual Models for Compositional Distributed Semantics	Apr 17, 2014	Cross-Lingual Document ClassificationDocument Classification	CodeCode Available
Multilingual Multi-class Sentiment Classification Using Convolutional Neural Networks	May 1, 2018	ClassificationDocument Classification	CodeCode Available
Text classification with word embedding regularization and soft similarity measure	Mar 10, 2020	ClassificationDocument Classification	CodeCode Available
Rethinking Complex Neural Network Architectures for Document Classification	Jun 1, 2019	ClassificationDocument Classification	CodeCode Available
Summarization-based Data Augmentation for Document Classification	Dec 1, 2023	ClassificationData Augmentation	CodeCode Available
Can Model Fusing Help Transformers in Long Document Classification? An Empirical Study	Jul 18, 2023	ClassificationDocument Classification	CodeCode Available
Multimodal deep networks for text and image-based document classification	Jul 15, 2019	ClassificationDocument Classification	CodeCode Available
Bridging the domain gap in cross-lingual document classification	Sep 16, 2019	ClassificationCross-Domain Document Classification	CodeCode Available
Improved Multi-label Classification under Temporal Concept Drift: Rethinking Group-Robust Algorithms in a Label-Wise Setting	Mar 15, 2022	Document ClassificationMulti-Label Classification	CodeCode Available
Multiple Instance Learning: A Survey of Problem Characteristics and Applications	Dec 11, 2016	BenchmarkingDocument Classification	CodeCode Available
Efficient Vector Representation for Documents through Corruption	Jul 8, 2017	Document ClassificationRepresentation Learning	CodeCode Available
Improving Conversational Question Answering Systems after Deployment using Feedback-Weighted Learning	Nov 1, 2020	Conversational Question AnsweringDocument Classification	CodeCode Available

Show:10 25 50

← PrevPage 22 of 26Next →

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