Methods › General › Regularization › Embedding Dropout
Embedding Dropout
Introduced by Yarin Gal et al. in A Theoretically Grounded Application of Dropout in Recurrent Neural Networks
archive 2025-07-28 Description, source and code snippet are the archive's method entry.
Embedding Dropout is equivalent to performing dropout on the embedding matrix at a word level, where the dropout is broadcast across all the word vector’s embedding. The remaining non-dropped-out word embeddings are scaled by 1/(1-pₑ) where pₑ is the probability of embedding dropout. As the dropout occurs on the embedding matrix that is used for a full forward and backward pass, this means that all occurrences of a specific word will disappear within that pass, equivalent to performing variational dropout on the connection between the one-hot embedding and the embedding lookup.
Source: Merity et al, Regularizing and Optimizing LSTM Language Models
Papers archive 2025-07-28
30 shown of 64, newest first. Repository counts are the archive's code-links table. A Syntology line states what Syntology ran from that paper's harvested code; it is per sample and not a correctness claim.
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Advanced Deep Learning Techniques for Analyzing Earnings Call Transcripts: Methodologies and Applications 27 Feb 2025 · 0 repositories · arXiv:2503.01886
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No Argument Left Behind: Overlapping Chunks for Faster Processing of Arbitrarily Long Legal Texts 24 Oct 2024 · 0 repositories · arXiv:2410.19184
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Leveraging Audio-Only Data for Text-Queried Target Sound Extraction 20 Sep 2024 · 0 repositories · arXiv:2409.13152
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Robust Decision Transformer: Tackling Data Corruption in Offline RL via Sequence Modeling 5 Jul 2024 · 0 repositories · arXiv:2407.04285
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RICo: Reddit ideological communities 5 Jun 2024 · 1 repository
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Exploring Multi-Level Threats in Telegram Data with AI-Human Annotation: A Preliminary Study 15 Dec 2023 · 0 repositories
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Illicit Darkweb Classification via Natural-language Processing: Classifying Illicit Content of Webpages based on Textual Information 8 Dec 2023 · 0 repositories · arXiv:2312.04944
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Contrastive Feature Masking Open-Vocabulary Vision Transformer 2 Sep 2023 · 0 repositories · arXiv:2309.00775
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Learning Large Graph Property Prediction via Graph Segment Training 21 May 2023 · 1 repository · arXiv:2305.12322Syntology ran 6 of 8 samples · 2 unverified
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Explainable and High-Performance Hate and Offensive Speech Detection 26 Jun 2022 · 0 repositories · arXiv:2206.12983
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IIITT@Dravidian-CodeMix-FIRE2021: Transliterate or translate? Sentiment analysis of code-mixed text in Dravidian languages 15 Nov 2021 · 1 repository · arXiv:2111.07906
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Offensive Language Identification in Low-resourced Code-mixed Dravidian languages using Pseudo-labeling 27 Aug 2021 · 1 repository · arXiv:2108.12177
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Towards Offensive Language Identification for Tamil Code-Mixed YouTube Comments and Posts 24 Aug 2021 · 1 repository · arXiv:2108.10939
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SHAQ: Single Headed Attention with Quasi-Recurrence 18 Aug 2021 · 0 repositories · arXiv:2108.08207
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Learning ULMFiT and Self-Distillation with Calibration for Medical Dialogue System 20 Jul 2021 · 0 repositories · arXiv:2107.09625
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Self-Attention Between Datapoints: Going Beyond Individual Input-Output Pairs in Deep Learning 4 Jun 2021 · 3 repositories · arXiv:2106.02584Syntology ran 10 of 30 samples · 20 unverified
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WHOSe Heritage: Classification of UNESCO World Heritage "Outstanding Universal Value" Documents with Soft Labels 12 Apr 2021 · 1 repository · arXiv:2104.05547
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L3CubeMahaSent: A Marathi Tweet-based Sentiment Analysis Dataset 21 Mar 2021 · 1 repository · arXiv:2103.11408
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indicnlp@kgp at DravidianLangTech-EACL2021: Offensive Language Identification in Dravidian Languages 14 Feb 2021 · 1 repository · arXiv:2102.07150
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indicnlp@ kgp at DravidianLangTech-EACL2021: Offensive Language Identification in Dravidian Languages 14 Feb 2021 · 1 repository
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Train your classifier first: Cascade Neural Networks Training from upper layers to lower layers 9 Feb 2021 · 0 repositories · arXiv:2102.04697
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Experimental Evaluation of Deep Learning models for Marathi Text Classification 13 Jan 2021 · 0 repositories · arXiv:2101.04899
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LaDiff ULMFiT: A Layer Differentiated training approach for ULMFiT 13 Jan 2021 · 1 repository · arXiv:2101.04965
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Post-Training Weighted Quantization of Neural Networks for Language Models 1 Jan 2021 · 0 repositories
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HinglishNLP at SemEval-2020 Task 9: Fine-tuned Language Models for Hinglish Sentiment Detection 1 Dec 2020 · 2 repositories
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Smash at SemEval-2020 Task 7: Optimizing the Hyperparameters of ERNIE 2.0 for Humor Ranking and Rating 1 Dec 2020 · 0 repositories
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Palomino-Ochoa at SemEval-2020 Task 9: Robust System based on Transformer for Code-Mixed Sentiment Classification 18 Nov 2020 · 0 repositories · arXiv:2011.09448
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Pagsusuri ng RNN-based Transfer Learning Technique sa Low-Resource Language 13 Oct 2020 · 2 repositories · arXiv:2010.06447
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Gauravarora@HASOC-Dravidian-CodeMix-FIRE2020: Pre-training ULMFiT on Synthetically Generated Code-Mixed Data for Hate Speech Detection 5 Oct 2020 · 0 repositories · arXiv:2010.02094
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Fine-tuning Pre-trained Contextual Embeddings for Citation Content Analysis in Scholarly Publication 12 Sep 2020 · 0 repositories · arXiv:2009.05836
Tasks archive 2025-07-28
20 shown of 85 tasks the archive attaches to papers tagged with this method, by distinct papers. A task without a page in the catalog is plain text.
Usage over time archive 2025-07-28
Components: the archive holds no method-to-method composition, so PwC's Components table cannot be rebuilt; the Papers list carries no Results column for the same reason (the archive does not join its leaderboard rows to method tags).
Categories archive 2025-07-28
Report a problem or propose a change · a person checks every report against the paper or source before anything changes; decisions are listed on /corrections