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 226–250 of 641 papers

Title	Date	Tasks	Status
Can Domain Adaptation be Handled as Analogies?	May 1, 2018	Aspect-Based Sentiment Analysis (ABSA)Document Classification	—Unverified
Adaptive Dropout with Rademacher Complexity Regularization	Jan 1, 2018	Document Classification	—Unverified
ConvTextTM: An Explainable Convolutional Tsetlin Machine Framework for Text Classification	Jun 1, 2022	Decision MakingDocument Classification	—Unverified
Evaluation of large language model performance on the Biomedical Language Understanding and Reasoning Benchmark	May 17, 2024	Document ClassificationLanguage Modeling	—Unverified
Evaluation of Neural Network Classification Systems on Document Stream	Jul 15, 2020	ClassificationDocument Classification	—Unverified
Convolutions Are All You Need (For Classifying Character Sequences)	Nov 1, 2018	AllClassification	—Unverified
Experiments on Hybrid Corpus-Based Sentiment Lexicon Acquisition	Apr 1, 2012	Document ClassificationQuestion Answering	—Unverified
Experiments with crowdsourced re-annotation of a POS tagging data set	Jun 1, 2014	Document ClassificationNamed Entity Recognition (NER)	—Unverified
A Multi-Modal Multilingual Benchmark for Document Image Classification	Oct 25, 2023	ClassificationCross-Lingual Transfer	—Unverified
Explainable Text Classification in Legal Document Review A Case Study of Explainable Predictive Coding	Apr 3, 2019	Document ClassificationGeneral Classification	—Unverified
Explainable Text Classification Techniques in Legal Document Review: Locating Rationales without Using Human Annotated Training Text Snippets	Nov 15, 2023	Document Classificationtext-classification	—Unverified
Exploiting Context for Robustness to Label Noise in Active Learning	Oct 18, 2020	Active LearningDocument Classification	—Unverified
Exploiting Cross-Lingual Subword Similarities in Low-Resource Document Classification	Dec 22, 2018	ClassificationCross-Lingual Document Classification	—Unverified
An Automated Knowledge Mining and Document Classification System with Multi-model Transfer Learning	Jun 24, 2021	CoLADocument Classification	—Unverified
Exploring Out-of-Distribution Generalization in Text Classifiers Trained on Tobacco-3482 and RVL-CDIP	Aug 5, 2021	Document ClassificationOut-of-Distribution Generalization	—Unverified
Focus on the Core: Efficient Attention via Pruned Token Compression for Document Classification	Jun 3, 2024	Document Classification	—Unverified
Exploring the Limits of Simple Learners in Knowledge Distillation for Document Classification with DocBERT	Jul 1, 2020	Document ClassificationGeneral Classification	—Unverified
A Semi-supervised Approach for Natural Language Call Routing	Aug 1, 2013	Document ClassificationInformation Retrieval	—Unverified
Extended Multilingual Protest News Detection -- Shared Task 1, CASE 2021 and 2022	Nov 21, 2022	Document ClassificationEvent Detection	—Unverified
Extractive Summarization Using Multi-Task Learning with Document Classification	Sep 1, 2017	ClassificationDocument Classification	—Unverified
Extreme Multi-label Completion for Semantic Document Labelling with Taxonomy-Aware Parallel Learning	Dec 18, 2024	Document ClassificationMissing Labels	—Unverified
Game-theoretic Vocabulary Selection via the Shapley Value and Banzhaf Index	Jun 1, 2021	Document ClassificationNatural Language Inference	—Unverified
Feature Selection as Causal Inference: Experiments with Text Classification	Aug 1, 2017	Causal InferenceClassification	—Unverified
Feature Selective Likelihood Ratio Estimator for Low- and Zero-frequency N-grams	Nov 5, 2021	Document Classificationfeature selection	—Unverified
An Analysis on Large Language Models in Healthcare: A Case Study of BioBERT	Oct 11, 2023	Document ClassificationInformation Retrieval	—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