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 101–125 of 641 papers

Title	Date	Tasks	Status	Score
Corpus-level and Concept-based Explanations for Interpretable Document Classification	Apr 24, 2020	ClassificationDecision Making	CodeCode Available	5
GVdoc: Graph-based Visual Document Classification	May 26, 2023	ClassificationDocument Classification	CodeCode Available	5
Hierarchical Attentional Hybrid Neural Networks for Document Classification	Jan 20, 2019	ClassificationDocument Classification	CodeCode Available	5
A Systematic Comparison of Architectures for Document-Level Sentiment Classification	Feb 19, 2020	ClassificationDocument Classification	CodeCode Available	5
A La Carte Embedding: Cheap but Effective Induction of Semantic Feature Vectors	May 14, 2018	Document ClassificationDomain Adaptation	CodeCode Available	5
Anytime Active Learning	Jul 27, 2014	Active LearningDocument Classification	CodeCode Available	5
BilBOWA: Fast Bilingual Distributed Representations without Word Alignments	Oct 9, 2014	Cross-Lingual Document ClassificationDocument Classification	CodeCode Available	5
GloVe: Global Vectors for Word Representation	Oct 1, 2014	Document ClassificationInformation Retrieval	CodeCode Available	5
AraDIC: Arabic Document Classification using Image-Based Character Embeddings and Class-Balanced Loss	Jun 20, 2020	ClassificationDeep Learning	CodeCode Available	5
BibRank: Automatic Keyphrase Extraction Platform Using~Metadata	Oct 13, 2023	ClusteringDocument 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
Beyond Document Page Classification: Design, Datasets, and Challenges	Aug 24, 2023	BenchmarkingClassification	CodeCode Available	5
The Pupil Has Become the Master: Teacher-Student Model-Based Word Embedding Distillation with Ensemble Learning	May 31, 2019	Document ClassificationEnsemble Learning	CodeCode Available	5
Geometric deep learning on graphs and manifolds using mixture model CNNs	Nov 25, 2016	Deep LearningDocument Classification	CodeCode Available	5
Glyce: Glyph-vectors for Chinese Character Representations	Jan 29, 2019	Chinese Dependency ParsingChinese Named Entity Recognition	CodeCode Available	5
Discriminative Topic Mining via Category-Name Guided Text Embedding	Aug 20, 2019	Document ClassificationGeneral Classification	CodeCode Available	5
A Confidence-Calibrated MOBA Game Winner Predictor	Jun 28, 2020	Document Classification	CodeCode Available	5
CWTM: Leveraging Contextualized Word Embeddings from BERT for Neural Topic Modeling	May 16, 2023	Document ClassificationLanguage Modelling	CodeCode Available	5
Exploring Topic Coherence over Many Models and Many Topics	Jul 1, 2012	Document ClassificationInformation Retrieval	CodeCode Available	5
A Graph Degeneracy-based Approach to Keyword Extraction	Nov 1, 2016	Document ClassificationInformation Retrieval	CodeCode Available	5
ChuLo: Chunk-Level Key Information Representation for Long Document Processing	Oct 14, 2024	ChunkingClassification	CodeCode Available	5
Integrating Semantic Knowledge into Lexical Embeddings Based on Information Content Measurement	Apr 1, 2017	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
FLAG: Financial Long Document Classification via AMR-based GNN	Oct 2, 2024	Abstract Meaning RepresentationDocument Classification	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

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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