Methods › Sequential › Recurrent Neural Networks › GRU

Gated Recurrent Unit

GRU

683 papers tagged archive 2025-07-28

Introduced by Kyunghyun Cho et al. in Learning Phrase Representations using RNN Encoder-Decoder for Statistical Machine Translation

archive 2025-07-28 Description, source and code snippet are the archive's method entry.

A Gated Recurrent Unit, or GRU, is a type of recurrent neural network. It is similar to an LSTM, but only has two gates - a reset gate and an update gate - and notably lacks an output gate. Fewer parameters means GRUs are generally easier/faster to train than their LSTM counterparts.

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PaperSource

Papers archive 2025-07-28

30 shown of 683, 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.

Tasks archive 2025-07-28

20 shown of 472 tasks the archive attaches to papers tagged with this method, by distinct papers. A task without a page in the catalog is plain text.

TaskPapers
Time Series64
Time Series Analysis54
Decoder52
Speech Synthesis43
Text to Speech41
text-to-speech41
Language Modelling33
Prediction32
Sentence29
Sentiment Analysis28
General Classification27
Deep Learning26
Time Series Forecasting26
Language Modeling25
Classification19
Transfer Learning19
Machine Translation18
Speech Recognition16
Text-To-Speech Synthesis15
Translation15

Usage over time archive 2025-07-28

Papers per year tagged with GRU: 2014 to 2025, peak 99 99 0 2014: 2 papers 2014 2015: 5 papers 2015 2016: 13 papers 2016 2017: 33 papers 2017 2018: 52 papers 2018 2019: 95 papers 2019 2020: 82 papers 2020 2021: 86 papers 2021 2022: 88 papers 2022 2023: 73 papers 2023 2024: 99 papers 2024 2025: 55 papers 2025
Papers per year the archive tags with this method, by the paper's archive date (683 dated). Bars are counts, not a trend claim.

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

Recurrent Neural Networks

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