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Get to know Lstm better with 5 real example sentences, the meaning.

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Lstm in a sentence

Lstm meaning

Initialism of long short-term memory.

Using Lstm

  • The main meaning on this page is: Initialism of long short-term memory.
  • In the example corpus, lstm often appears in combinations such as: ctc-trained lstm.

Context around Lstm

  • Average sentence length in these examples: 27.8 words
  • Position in the sentence: 1 start, 4 middle, 0 end
  • Sentence types: 5 statements, 0 questions, 0 exclamations

Often before:

trained 2× model 1× memory 1×

Often after:

outperformed 1× rnns 1× network 1×

Sentence patterns with Lstm

These short patterns come directly from the example sentences and show how the word is often embedded:

ctc trained lstm outperformed for 1× ctc trained lstm which is 1× stacks of lstm rnns citation 1× term memory lstm network published 1× term model lstm a type 1×

Sentence openings and endings

Common sentence openings:

around 2007 ctc 1× in 2015 google 1× in the pursuit 1× many applications use 1× numerous researchers now 1×

Common sentence endings:

all smartphone users 1× corresponding input sequences 1× in certain applications 1× long term dependencies 1× schmidhuber in 1997 1×

Words around Lstm

Just before it in the word index:

lstar 2 lsta 3 lst 3 lssu 2 lsst 6 lssm 7

Just after it in the word index:

lstr 4 lsts 3 lsu 627 lsua 6 lsus 3 lsv 44

Similar in corpus frequency:

aaba 10 aafc 10 aaib 10 aalbers 10 abbate 10 abbesses 10

Corpus analysis for Lstm

  • In this selection, "lstm" usually appears in the middle of the sentence. The average example has 27.8 words, and this corpus slice is mostly made up of statements.
  • Around the word, trained, model, memory, outperformed, rnns and network stand out and add context to how "lstm" is used.
  • Recognizable usage signals include ctc trained lstm outperformed for and ctc trained lstm which is. That gives this page its own corpus information beyond isolated example sentences.
  • By corpus frequency, "lstm" sits close to words such as aaba, aafc and aaib, which helps place it inside the broader word index.

Example types with lstm

The same corpus examples are grouped by length and sentence type, making it easier to see the contexts in which the word appears:

Short example sentences

Around 2007, CTC-trained LSTM outperformed for the first time traditional speech recognition in certain applications. (16 words)

Numerous researchers now use variants of a deep learning recurrent NN called the Long short term memory (LSTM) network published by Hochreiter & Schmidhuber in 1997. (25 words)

In 2015, Google's speech recognition reportedly experienced a dramatic performance jump of 49% through CTC-trained LSTM, which is now available through Google Voice to all smartphone users. (29 words)

Longer example sentences

Many applications use stacks of LSTM RNNs citation and train them by Connectionist Temporal Classification (CTC) to find an RNN weight matrix that maximizes the probability of the label sequences in a training set, given the corresponding input sequences. (39 words)

In the pursuit of a superior recommender framework, DeepMind initially deployed to Google Play a long short-term model (LSTM), a type of model capable of learning long-term dependencies. (30 words)

In 2015, Google's speech recognition reportedly experienced a dramatic performance jump of 49% through CTC-trained LSTM, which is now available through Google Voice to all smartphone users. (29 words)

Example sentences (5)

In the pursuit of a superior recommender framework, DeepMind initially deployed to Google Play a long short-term model (LSTM), a type of model capable of learning long-term dependencies.

Around 2007, CTC-trained LSTM outperformed for the first time traditional speech recognition in certain applications.

In 2015, Google's speech recognition reportedly experienced a dramatic performance jump of 49% through CTC-trained LSTM, which is now available through Google Voice to all smartphone users.

Many applications use stacks of LSTM RNNs citation and train them by Connectionist Temporal Classification (CTC) to find an RNN weight matrix that maximizes the probability of the label sequences in a training set, given the corresponding input sequences.

Numerous researchers now use variants of a deep learning recurrent NN called the Long short term memory (LSTM) network published by Hochreiter & Schmidhuber in 1997.

Common combinations with lstm

These word pairs occur most frequently in English texts:

  • ctc-trained lstm 2×

Frequently asked questions

How do you use "lstm" in a sentence?
An example: "In the pursuit of a superior recommender framework, DeepMind initially deployed to Google Play a long short-term model (LSTM), a type of model capable of learning long-term dependencies." This page contains 5 example sentences with the word "lstm" from authentic English texts.
What does "lstm" mean?
Lstm means: Initialism of long short-term memory.
How many example sentences with "lstm" are there?
Voorbeeldzinnen.info contains 5 example sentences with "lstm", drawn from a database of millions of English sentences.