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
Finding the Needle in a Haystack: Unsupervised Rationale Extraction from Long Text Classifiers	Mar 14, 2023	Document ClassificationLanguage Modeling	—Unverified
Neural Nonnegative Matrix Factorization for Hierarchical Multilayer Topic Modeling	Feb 28, 2023	Document Classification	—Unverified
Elementwise Language Representation	Feb 27, 2023	Document ClassificationSpecificity	—Unverified
MatKB: Semantic Search for Polycrystalline Materials Synthesis Procedures	Feb 11, 2023	ArticlesDocument Classification	CodeCode Available
FewShotTextGCN: K-hop neighborhood regularization for few-shot learning on graphs	Jan 25, 2023	Document ClassificationFew-Shot Learning	—Unverified
ClassBases at CASE-2022 Multilingual Protest Event Detection Tasks: Multilingual Protest News Detection and Automatically Replicating Manually Created Event Datasets	Jan 16, 2023	ClassificationDocument Classification	CodeCode Available
Hawk: An Industrial-strength Multi-label Document Classifier	Jan 15, 2023	BenchmarkingDocument Classification	—Unverified
Human in the loop: How to effectively create coherent topics by manually labeling only a few documents per class	Dec 19, 2022	Document ClassificationFew-Shot Learning	—Unverified
Generalised Spherical Text Embedding	Nov 30, 2022	ClusteringDocument Classification	—Unverified
Text Representation Enrichment Utilizing Graph based Approaches: Stock Market Technical Analysis Case Study	Nov 29, 2022	ClassificationDocument Classification	—Unverified
Extended Multilingual Protest News Detection -- Shared Task 1, CASE 2021 and 2022	Nov 21, 2022	Document ClassificationEvent Detection	—Unverified
Processing Long Legal Documents with Pre-trained Transformers: Modding LegalBERT and Longformer	Nov 2, 2022	Document Classification	—Unverified
Evaluating Out-of-Distribution Performance on Document Image Classifiers	Oct 14, 2022	Document Classification	CodeCode Available
An Exploration of Hierarchical Attention Transformers for Efficient Long Document Classification	Oct 11, 2022	Document ClassificationGPU	CodeCode Available
Contrastive Training Improves Zero-Shot Classification of Semi-structured Documents	Oct 11, 2022	ClassificationDocument Classification	—Unverified
CNN-Trans-Enc: A CNN-Enhanced Transformer-Encoder On Top Of Static BERT representations for Document Classification	Sep 13, 2022	Document Classificationtext-classification	—Unverified
Flexible Job Classification with Zero-Shot Learning	Aug 30, 2022	ClassificationDocument Classification	—Unverified
BL.Research at SemEval-2022 Task 8: Using various Semantic Information to evaluate document-level Semantic Textual Similarity	Jul 1, 2022	Document ClassificationSemantic Textual Similarity	CodeCode Available
D2GCLF: Document-to-Graph Classifier for Legal Document Classification	Jul 1, 2022	ClassificationDocument Classification	—Unverified
Bi-VLDoc: Bidirectional Vision-Language Modeling for Visually-Rich Document Understanding	Jun 27, 2022	Document Classificationdocument understanding	—Unverified
Supervised Dictionary Learning with Auxiliary Covariates	Jun 14, 2022	Dictionary LearningDocument Classification	CodeCode Available
Knowledge-based Document Classification with Shannon Entropy	Jun 6, 2022	BIG-bench Machine LearningClassification	—Unverified
Enriching Epidemiological Thematic Features For Disease Surveillance Corpora Classification	Jun 1, 2022	ArticlesClassification	—Unverified
UMUTextStats: A linguistic feature extraction tool for Spanish	Jun 1, 2022	Author ProfilingAuthorship Verification	—Unverified
ConvTextTM: An Explainable Convolutional Tsetlin Machine Framework for Text Classification	Jun 1, 2022	Decision MakingDocument Classification	—Unverified

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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