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Text generation method, text generation device, and learning-completed model

A technology for learning models and texts, which is applied in the fields of text generation, text generation devices, and learned models, and can solve problems such as inability to associate user input with corresponding question texts

Pending Publication Date: 2020-07-07
HITACHI LTD
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  • Summary
  • Abstract
  • Description
  • Claims
  • Application Information

AI Technical Summary

Problems solved by technology

[0004] Not limited to the above-mentioned example, due to changes in input conjugations or other words with the same meaning, in the question-response system, although there are answer texts, there may be a problem that the input from the user cannot be associated with the corresponding question text. result

Method used

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  • Text generation method, text generation device, and learning-completed model
  • Text generation method, text generation device, and learning-completed model
  • Text generation method, text generation device, and learning-completed model

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Embodiment Construction

[0035] Embodiments are described with reference to the drawings. In addition, the embodiment described below does not limit the invention related to the claims, and all of the elements and combinations thereof described in the embodiment are not necessarily essential to the solution means of the invention.

[0036] figure 1 It is a block diagram showing the hardware configuration of the text generating device according to the first embodiment.

[0037] exist figure 1 Among them, the text generation device 100 includes a processor 110 , a main memory 120 , an auxiliary storage device 130 , an input device 140 , an output device 150 , and a network device 160 . The processor 110 , the main memory 120 , the auxiliary storage device 130 , the input device 140 , the output device 150 and the network device 160 are connected to each other via a bus 170 . The main memory 120 and the auxiliary storage device 130 are accessible from the processor 110 .

[0038] The processor 110 is...

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Abstract

The invention relates to a text generation method, a text generation device, and a learning-completed model, which cope with the complication of processing while reducing the difficulty of constructing learning data. A replacement information collection unit determines a role of an auxiliary replacer; an auxiliary replacer teacher data generation unit generates replacement teacher data used for machine learning of the auxiliary replacer based on a reference result of a replacement information DB; an auxiliary replacer generation unit generates the auxiliary replacer based on a replacement teacher data DB; an auxiliary replacer and text generator coupling unit couples the auxiliary replacer generated by the auxiliary replacer generation unit with a text generator that has not performed learning; a text generation information collection unit collects before-generation information and after-generation information of a text; a text generator teacher data generation unit generates generation teacher data used for machine learning of the text generator based on a reference result of a generation information DB; and a text generator generation unit generates a text generator based on a generation teacher data DB.

Description

technical field [0001] The present invention relates to a text generation method, a text generation device and a learned model. Background technique [0002] In many systems related to natural language processing, it is necessary to identify whether two texts have the same meaning or intent. For example, consider a question-response system that has a pair of question text and answer text, accepts input from a user, finds a question text suitable for the input, and outputs an answer corresponding to the question text. [0003] The input from the user does not necessarily have to be the same text as the question text of the question answering system. Even if the question-response system has a pairing of "May I ask the location of the station" as the question text and "200 meters to the north" as the answer text, there may be cases where the input from the user is not "May I ask the location of the station" but "I want to know the location of the station" The case for such a ...

Claims

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Application Information

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Patent Type & Authority Applications(China)
IPC IPC(8): G06F16/332G06F16/33G06F40/151
CPCG06F16/3329G06F16/3344G06F40/56G06F40/279G06F40/30G06N3/08G06N3/044G06N3/045G06F40/211G06N20/00G06F40/247
Inventor 横手健一岩山真
Owner HITACHI LTD
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