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 601–641 of 641 papers

Title	Date	Tasks	Status
Sets Clustering	Mar 9, 2020	ClusteringDocument Classification	CodeCode Available
UNIMELB at SemEval-2016 Tasks 4A and 4B: An Ensemble of Neural Networks and a Word2Vec Based Model for Sentiment Classification	Jun 1, 2016	Document ClassificationLanguage Modeling	CodeCode Available
Using Titles vs. Full-text as Source for Automated Semantic Document Annotation	May 15, 2017	ArticlesClassification	CodeCode Available
Sobolev Transport: A Scalable Metric for Probability Measures with Graph Metrics	Feb 22, 2022	Document ClassificationTopological Data Analysis	CodeCode Available
Learning Longer-term Dependencies in RNNs with Auxiliary Losses	Mar 1, 2018	Document ClassificationGeneral Classification	CodeCode Available
Weakly Supervised Concept Map Generation through Task-Guided Graph Translation	Oct 8, 2021	Document ClassificationTranslation	CodeCode Available
openXBOW - Introducing the Passau Open-Source Crossmodal Bag-of-Words Toolkit	May 22, 2016	Document ClassificationEmotion Recognition	CodeCode Available
Optimal Transport for Measures with Noisy Tree Metric	Oct 20, 2023	Document ClassificationTopological Data Analysis	CodeCode Available
Orthogonal Nonnegative Matrix Factorization with the Kullback-Leibler divergence	Oct 10, 2024	Document Classification	CodeCode Available
Out-of-Distribution Detection with Attention Head Masking for Multimodal Document Classification	Aug 20, 2024	Document AIDocument Classification	CodeCode Available
Baseline Needs More Love: On Simple Word-Embedding-Based Models and Associated Pooling Mechanisms	May 24, 2018	Document ClassificationGeneral Classification	CodeCode Available
WikiReading: A Novel Large-scale Language Understanding Task over Wikipedia	Aug 11, 2016	ArticlesDocument Classification	CodeCode Available
Paraphrase Thought: Sentence Embedding Module Imitating Human Language Recognition	Aug 16, 2018	Document ClassificationGeneral Classification	CodeCode Available
Learning to Skim Text	Apr 23, 2017	Document ClassificationGeneral Classification	CodeCode Available
Towards Explaining STEM Document Classification using Mathematical Entity Linking	Sep 2, 2021	ClassificationDocument Classification	CodeCode Available
Sparse Sinkhorn Attention	Feb 26, 2020	Document ClassificationImage Generation	CodeCode Available
Performance evaluation of Machine learning algorithms in Biomedical Document Classification	May 13, 2020	BIG-bench Machine LearningClassification	CodeCode Available
AraDIC: Arabic Document Classification using Image-Based Character Embeddings and Class-Balanced Loss	Jun 20, 2020	ClassificationDeep Learning	CodeCode Available
Length-Aware Multi-Kernel Transformer for Long Document Classification	May 11, 2024	Document ClassificationSentence	CodeCode Available
Phenotyping of Clinical Notes with Improved Document Classification Models Using Contextualized Neural Language Models	Oct 30, 2019	Document ClassificationGeneral Classification	CodeCode Available
An Evaluation Dataset for Legal Word Embedding: A Case Study On Chinese Codex	Mar 29, 2022	Document ClassificationMachine Translation	CodeCode Available
Leveraging Monolingual Data for Crosslingual Compositional Word Representations	Dec 19, 2014	Document Classification	CodeCode Available
LexiPers: An ontology based sentiment lexicon for Persian	Nov 13, 2019	Document ClassificationGeneral Classification	CodeCode Available
Lightweight Cross-Lingual Sentence Representation Learning	May 28, 2021	Contrastive LearningDocument Classification	CodeCode Available
Light-Weighted CNN for Text Classification	Apr 16, 2020	ClassificationDocument Classification	CodeCode Available
Anytime Active Learning	Jul 27, 2014	Active LearningDocument Classification	CodeCode Available
Cross-Entropy Attacks to Language Models via Rare Event Simulation	Jan 21, 2025	Document ClassificationSaliency Ranking	CodeCode Available
``Why Should I Trust You?'': Explaining the Predictions of Any Classifier	Jun 1, 2016	Document ClassificationFeature Engineering	CodeCode Available
A General-Purpose Multilingual Document Encoder	May 11, 2023	Cross-Lingual TransferDocument Classification	CodeCode Available
Convolutional Neural Network Language Models	Nov 1, 2016	Document ClassificationGeneral Classification	CodeCode Available
Machine Unlearning for Document Classification	Apr 29, 2024	ClassificationDocument Classification	CodeCode Available
Converting Transformers into DGNNs Form	Feb 1, 2025	Computational EfficiencyDocument Classification	CodeCode Available
Unsupervised Learning of Discourse-Aware Text Representation for Essay Scoring	Jul 1, 2019	ClassificationDocument Classification	CodeCode Available
Speeding up Word Mover's Distance and its variants via properties of distances between embeddings	Dec 1, 2019	Document ClassificationGeneral Classification	CodeCode Available
AutoML-guided Fusion of Entity and LLM-based Representations for Document Classification	Aug 19, 2024	AutoMLClassification	CodeCode Available
Constrained Relational Topic Models	Feb 1, 2020	Document ClassificationTopic Models	CodeCode Available
Combining Similarity Features and Deep Representation Learning for Stance Detection in the Context of Checking Fake News	Nov 2, 2018	Document ClassificationGeneral Classification	CodeCode Available
MatKB: Semantic Search for Polycrystalline Materials Synthesis Procedures	Feb 11, 2023	ArticlesDocument Classification	CodeCode Available
MDACE: MIMIC Documents Annotated with Code Evidence	Jul 7, 2023	Document ClassificationExtreme Multi-Label Classification	CodeCode Available
Speed Reading: Learning to Read ForBackward via Shuttle	Oct 1, 2018	Document ClassificationDocument Summarization	CodeCode Available
Pruning and Sparsemax Methods for Hierarchical Attention Networks	Apr 8, 2020	Document ClassificationGeneral Classification	CodeCode Available

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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