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 1–25 of 641 papers

Title	Date	Tasks	Status	Hype
Can Reasoning LLMs Enhance Clinical Document Classification?	Apr 10, 2025	ClassificationDocument Classification	CodeCode Available	0
Text Chunking for Document Classification for Urban System Management using Large Language Models	Mar 31, 2025	ChunkingDocument Classification	CodeCode Available	0
Evaluating Negative Sampling Approaches for Neural Topic Models	Mar 23, 2025	Document ClassificationTopic Models	CodeCode Available	0
Converting Transformers into DGNNs Form	Feb 1, 2025	Computational EfficiencyDocument Classification	CodeCode Available	0
Cross-Entropy Attacks to Language Models via Rare Event Simulation	Jan 21, 2025	Document ClassificationSaliency Ranking	CodeCode Available	0
On Importance of Layer Pruning for Smaller BERT Models and Low Resource Languages	Jan 1, 2025	ClassificationDocument Classification	—Unverified	0
Data-Driven Self-Supervised Graph Representation Learning	Dec 24, 2024	Data AugmentationDocument Classification	CodeCode Available	0
Zero-Shot Prompting and Few-Shot Fine-Tuning: Revisiting Document Image Classification Using Large Language Models	Dec 18, 2024	Document Classificationdocument-image-classification	—Unverified	0
Extreme Multi-label Completion for Semantic Document Labelling with Taxonomy-Aware Parallel Learning	Dec 18, 2024	Document ClassificationMissing Labels	—Unverified	0
Label Errors in the Tobacco3482 Dataset	Dec 17, 2024	Document Classificationvalid	CodeCode Available	0
WordVIS: A Color Worth A Thousand Words	Dec 13, 2024	Document Classification	—Unverified	0
Can Large Language Models Serve as Effective Classifiers for Hierarchical Multi-Label Classification of Scientific Documents at Industrial Scale?	Dec 6, 2024	ClassificationDocument Classification	—Unverified	0
HEAL: Hierarchical Embedding Alignment Loss for Improved Retrieval and Representation Learning	Dec 5, 2024	Contrastive LearningDocument Classification	CodeCode Available	1
Language Model Meets Prototypes: Towards Interpretable Text Classification Models through Prototypical Networks	Dec 4, 2024	ClassificationContrastive Learning	—Unverified	0
Enhancing Document AI Data Generation Through Graph-Based Synthetic Layouts	Nov 27, 2024	Document AIDocument Classification	—Unverified	0
Clustering Algorithms and RAG Enhancing Semi-Supervised Text Classification with Large LLMs	Nov 9, 2024	ClassificationClustering	—Unverified	0
Weakly-supervised diagnosis identification from Italian discharge letters	Oct 19, 2024	Document Classificationtext-classification	—Unverified	0
Medical-GAT: Cancer Document Classification Leveraging Graph-Based Residual Network for Scenarios with Limited Data	Oct 19, 2024	Document ClassificationGraph Attention	—Unverified	0
ChuLo: Chunk-Level Key Information Representation for Long Document Processing	Oct 14, 2024	ChunkingClassification	CodeCode Available	0
Text Classification using Graph Convolutional Networks: A Comprehensive Survey	Oct 12, 2024	ClassificationDocument Classification	—Unverified	0
Orthogonal Nonnegative Matrix Factorization with the Kullback-Leibler divergence	Oct 10, 2024	Document Classification	CodeCode Available	0
Efficient Few-shot Learning for Multi-label Classification of Scientific Documents with Many Classes	Oct 8, 2024	ArticlesClassification	CodeCode Available	1
Manual Verbalizer Enrichment for Few-Shot Text Classification	Oct 8, 2024	BenchmarkingClassification	—Unverified	0
Graph-tree Fusion Model with Bidirectional Information Propagation for Long Document Classification	Oct 3, 2024	Document ClassificationGraph Attention	—Unverified	0
FLAG: Financial Long Document Classification via AMR-based GNN	Oct 2, 2024	Abstract Meaning RepresentationDocument Classification	CodeCode Available	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