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 126–150 of 641 papers

Title	Date	Tasks	Status	Score
Mitigating Uncertainty in Document Classification	Jul 17, 2019	ClassificationDocument Classification	CodeCode Available	5
Baseline Needs More Love: On Simple Word-Embedding-Based Models and Associated Pooling Mechanisms	May 24, 2018	Document ClassificationGeneral Classification	CodeCode Available	5
A General-Purpose Multilingual Document Encoder	May 11, 2023	Cross-Lingual TransferDocument Classification	CodeCode Available	5
An Exploration of Hierarchical Attention Transformers for Efficient Long Document Classification	Oct 11, 2022	Document ClassificationGPU	CodeCode Available	5
Incorporating Figure Captions and Descriptive Text in MeSH Term Indexing	Aug 1, 2019	ArticlesDeep Learning	CodeCode Available	5
An Explainable CNN Approach for Medical Codes Prediction from Clinical Text	Jan 14, 2021	AttributeDocument Classification	CodeCode Available	5
``Why Should I Trust You?'': Explaining the Predictions of Any Classifier	Jun 1, 2016	Document ClassificationFeature Engineering	CodeCode Available	5
A Systematic Comparison of Architectures for Document-Level Sentiment Classification	Feb 19, 2020	ClassificationDocument Classification	CodeCode Available	5
AutoML-guided Fusion of Entity and LLM-based Representations for Document Classification	Aug 19, 2024	AutoMLClassification	CodeCode Available	5
Automation of Citation Screening for Systematic Literature Reviews using Neural Networks: A Replicability Study	Jan 19, 2022	Document ClassificationSystematic Literature Review	CodeCode Available	5
Adaptively Connected Neural Networks	Apr 7, 2019	Document ClassificationImage Classification	CodeCode Available	5
Hierarchical Attentional Hybrid Neural Networks for Document Classification	Jan 20, 2019	ClassificationDocument Classification	CodeCode Available	5
An Evaluation Dataset for Legal Word Embedding: A Case Study On Chinese Codex	Mar 29, 2022	Document ClassificationMachine Translation	CodeCode Available	5
Hierarchical Attention Networks for Document Classification	Jun 1, 2016	Citation Intent ClassificationClassification	CodeCode Available	5
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	5
Integrating Semantic Knowledge into Lexical Embeddings Based on Information Content Measurement	Apr 1, 2017	Document ClassificationInformation Retrieval	CodeCode Available	5
Glyce: Glyph-vectors for Chinese Character Representations	Jan 29, 2019	Chinese Dependency ParsingChinese Named Entity Recognition	CodeCode Available	5
Auto-Encoding Dictionary Definitions into Consistent Word Embeddings	Oct 1, 2018	Document ClassificationMachine Translation	CodeCode Available	5
Authorless Topic Models: Biasing Models Away from Known Structure	Aug 1, 2018	Document ClassificationTopic Models	CodeCode Available	5
GloVe: Global Vectors for Word Representation	Oct 1, 2014	Document ClassificationInformation Retrieval	CodeCode Available	5
GVdoc: Graph-based Visual Document Classification	May 26, 2023	ClassificationDocument Classification	CodeCode Available	5
Converting Transformers into DGNNs Form	Feb 1, 2025	Computational EfficiencyDocument Classification	CodeCode Available	5
Generative Topic Embedding: a Continuous Representation of Documents (Extended Version with Proofs)	Jun 9, 2016	Document ClassificationVariational Inference	CodeCode Available	5
Generalized Sobolev Transport for Probability Measures on a Graph	Feb 7, 2024	Document ClassificationTopological Data Analysis	CodeCode Available	5
Generative Topic Embedding: a Continuous Representation of Documents	Aug 1, 2016	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