How Amazon Translate Works - Amazon Translate

How Amazon Translate Works

The Amazon Translate service is based on neural networks trained for language translation. This enables you to translate between a source language (the original language of the text being translated) and a target language (the language into which the text is being translated). For more information, see Supported Languages and Language Codes.

When working with Amazon Translate, you will provide source text and get output text:

  • Source text—The text that you want to translate. You provide the source text in UTF-8 format.

  • Output text—The text that Amazon Translate has translated into the target language. Output text is also in UTF-8 format. Depending on the source and target languages, there might be more characters in the output text than in the input text.

The translation model has two components, the encoder and the decoder. The encoder reads a source sentence one word at a time and constructs a semantic representation that captures its meaning. The decoder uses the semantic representation to generate a translation one word at a time in the target language.

Amazon Translate uses attention mechanisms to understand context. This helps it decide which words in the source text are most relevant for generating the next target word. Attention mechanisms enable the decoder to focus on the most relevant parts of a source sentence. This ensures that the decoder correctly translates ambiguous words or phrases.

The target word that the model generates becomes input to the decoder. The network continues generating words until it reaches the end of the sentence.

Automatic Language Detection

Amazon Translate can automatically detect the language used in your source text. To use automatic language detection, specify auto as the source language. Amazon Translate calls Amazon Comprehend on your behalf to determine the language used in the source text. By choosing automatic language detection, you agree to the service terms and agreements for Amazon Comprehend. For information about pricing for Amazon Comprehend, see Amazon Comprehend Pricing.

Exception Handling

If you specify a source or target language that isn't supported, Amazon Translate returns the following exceptions:

  • UnsupportedLanguagePairException – Amazon Translate supports translation between all supported languages. This exception is returned if either the source language or target language is unsupported. For more information, see Supported Languages.

  • DetectedLanguageLowConfidenceException – If you use automatic language detection, and Amazon Translate has low confidence that it detected the correct source language, it returns this exception. If a low confidence level is acceptable, you can use the source language returned in the exception.

Next Steps

Now that you've learned how Amazon Translate works, you can explore the following sections to learn about creating a solution.