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 251–275 of 641 papers

Title	Date	Tasks	Status
Centering Similarity Measures to Reduce Hubs	Oct 1, 2013	Document ClassificationInformation Retrieval	—Unverified
Finding the Needle in a Haystack: Unsupervised Rationale Extraction from Long Text Classifiers	Mar 14, 2023	Document ClassificationLanguage Modeling	—Unverified
A semi-automatic method for document classification in the shipping industry	Mar 29, 2023	ClassificationDocument Classification	—Unverified
A Multiplicative Model for Learning Distributed Text-Based Attribute Representations	Jun 10, 2014	AttributeAuthorship Attribution	—Unverified
Exploiting Cross-Lingual Subword Similarities in Low-Resource Document Classification	Dec 22, 2018	ClassificationCross-Lingual Document Classification	—Unverified
Exploiting Context for Robustness to Label Noise in Active Learning	Oct 18, 2020	Active LearningDocument Classification	—Unverified
Causality is all you need	Nov 21, 2023	AllDocument 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
Explainable Text Classification in Legal Document Review A Case Study of Explainable Predictive Coding	Apr 3, 2019	Document ClassificationGeneral Classification	—Unverified
Causal Feature Selection with Dimension Reduction for Interpretable Text Classification	Oct 9, 2020	Causal InferenceClassification	—Unverified
Experiments with crowdsourced re-annotation of a POS tagging data set	Jun 1, 2014	Document ClassificationNamed Entity Recognition (NER)	—Unverified
Experiments on Hybrid Corpus-Based Sentiment Lexicon Acquisition	Apr 1, 2012	Document ClassificationQuestion Answering	—Unverified
Cascaded Semantic and Positional Self-Attention Network for Document Classification	Sep 15, 2020	ClassificationDocument Classification	—Unverified
A Semantic Cover Approach for Topic Modeling	Jun 1, 2019	Document ClassificationGeneral Classification	—Unverified
Evaluation of Neural Network Classification Systems on Document Stream	Jul 15, 2020	ClassificationDocument 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 ChatGPT on Biomedical Tasks: A Zero-Shot Comparison with Fine-Tuned Generative Transformers	Jun 7, 2023	Document ClassificationLanguage Modeling	—Unverified
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
Entropy Partial Transport with Tree Metrics: Theory and Practice	Jan 24, 2021	Document ClassificationTopological Data Analysis	—Unverified
Enriching Phrase Tables for Statistical Machine Translation Using Mixed Embeddings	Dec 1, 2016	DecoderDocument Classification	—Unverified
Can Domain Adaptation be Handled as Analogies?	May 1, 2018	Aspect-Based Sentiment Analysis (ABSA)Document Classification	—Unverified
Argument Component Classification by Relation Identification by Neural Network and TextRank	Aug 1, 2019	ArticlesClassification	—Unverified
A Multi-Modal Multilingual Benchmark for Document Image Classification	Oct 25, 2023	ClassificationCross-Lingual Transfer	—Unverified
A Methodology for Evaluating Timeline Generation Algorithms based on Deep Semantic Units	Jul 1, 2015	Document Classification	—Unverified
Enriching Epidemiological Thematic Features For Disease Surveillance Corpora Classification	Jun 1, 2022	ArticlesClassification	—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