Translation method and related equipment thereof
A translation model and translation technology, applied in the field of data processing, can solve the problems that the translation speed cannot reach the real-time translation speed, the number of words at the translation end is more than the number of words at the source end, and the translation effect is poor. Translation delay, effect of shortening length
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Embodiment 1
[0028] see figure 1 , which is a flow chart of a translation method provided in the embodiment of the present application.
[0029] The translation method provided by the embodiment of this application includes S1-S3:
[0030] S1: Get the source text to be processed.
[0031] The aforementioned "source text to be processed" refers to text data in the source language; and the "source text to be processed" needs to be translated into text content in the target language. For example, for a Chinese-English translation scenario, the source text to be processed refers to Chinese text data; and the source text to be processed needs to be translated into English text data.
[0032] In addition, the embodiment of the present application does not limit the above-mentioned "source text to be processed". For example, for the simultaneous translation scenario, in order to improve real-time performance, the "source text to be processed" may include a sentence.
[0033]In addition, this e...
Embodiment 2
[0055] In order to improve the filtering effect of unimportant words in the text data in the source language, the text data can be filtered with the help of dependency syntax analysis technology and part-of-speech tagging technology. Based on this, the embodiment of this application also provides a possible implementation of S2 above, which may specifically include S21-S24:
[0056] S21: Perform dependency syntax analysis processing on the source text to be processed, and obtain a dependency syntax analysis result.
[0057] The above-mentioned "dependency syntax analysis processing" is used to identify the directed dependency relationship between different words in a text data; and the embodiment of the present application does not limit the implementation of the above-mentioned "dependency syntax analysis processing", existing or future emerging Any one of the dependency parsing techniques for implementation.
[0058] In addition, the above-mentioned "dependency syntax analy...
Embodiment 3
[0104] In order to better realize the controllable length of the translation and ensure that the model performs compressed translation with the least information loss, this application can comprehensively integrate the expected length information from the source end of the translation model, the target end of the translation model, and the decoding stage of the translation model, so as to Realize more natural and complete compression translation processing under the condition of ensuring the length is controllable.
[0105] Based on this, the embodiment of the present application provides a possible implementation of the above-mentioned "compressed translation model". In this implementation, the "compressed translation model" may include an encoder and a decoder (for example, Figure 4 Compressed translation model shown).
[0106] In order to facilitate the understanding of the above-mentioned "compressed translation model", the following takes the determination process of the...
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