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Explore TopicChoose the Best Answer
A
Language Processing
B
Text Generation
C
Sequence Alignment
D
Data Compression
Understanding the Answer
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Answer
Sequence transduction models are a class of neural networks that convert one sequence into another, such as text or speech. Machine translation is an application that takes a sentence in one language and produces a sentence in another. Because it performs a sequence‑to‑sequence mapping, it falls under the same umbrella as sequence transduction models. Thus, machine translation can be described as a type of sequence transduction model. For example, translating “Hello” to “Hola” uses a sequence transduction model to map the input word sequence to the output word sequence.
Detailed Explanation
Sequence transduction models turn one sequence into another. Other options are incorrect because Creating new text is not the same as translating; Aligning sequences matches positions, not changes meaning.
Key Concepts
Sequence Transduction Models
Neural Networks
Machine Translation
Topic
Sequence Transduction Models
Difficulty
medium level question
Cognitive Level
understand
Practice Similar Questions
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1
Question 1How does transfer learning enhance the performance of sequence transduction models in natural language processing tasks?
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Question 2Sequence Transduction Models : Neural Networks :: Machine Translation : ?
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Question 3Which of the following statements accurately describe the capabilities and functions of sequence transduction models? Select all that apply.
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Question 4What is the primary function of sequence transduction models in neural networks?
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Question 5Which of the following statements best describes the function of sequence transduction models in natural language processing?
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Question 6Which of the following statements accurately describe the capabilities and functions of sequence transduction models? Select all that apply.
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Question 7What is the primary function of sequence transduction models in neural networks?
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Question 8Which of the following statements best describes the function of sequence transduction models in natural language processing?
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