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Model training method and device, computer readable storage medium and computer equipment

A model training and model technology, applied in the computer field, can solve the problem of high cost of model training, achieve the effect of reducing costs, improving efficiency and accuracy

Pending Publication Date: 2019-09-20
TENCENT TECH (SHENZHEN) CO LTD +1
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  • Abstract
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Problems solved by technology

[0004] Based on this, it is necessary to provide a model training method, device, computer-readable storage medium and computer equipment for the technical problem of high cost of model training

Method used

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  • Model training method and device, computer readable storage medium and computer equipment
  • Model training method and device, computer readable storage medium and computer equipment
  • Model training method and device, computer readable storage medium and computer equipment

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Embodiment Construction

[0030] In order to make the purpose, technical solution and advantages of the present application clearer, the present application will be further described in detail below in conjunction with the accompanying drawings and embodiments. It should be understood that the specific embodiments described here are only used to explain the present application, and are not intended to limit the present application.

[0031] figure 1 It is an application environment diagram of the model training method in one embodiment. refer to figure 1 , the model training method is applied to the model training system. The model training system includes a terminal 110 and a server 120 . Terminal 110 and server 120 are connected via a network. The terminal 110 may specifically be a desktop terminal or a mobile terminal, and the mobile terminal may specifically be at least one of a mobile phone, a tablet computer, a notebook computer, and the like. The server 120 can be implemented by an independ...

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Abstract

The invention relates to a model training method and device, a computer readable storage medium and computer equipment. The method comprises the steps of acquiring training text pairs; wherein the training text pair comprises a corresponding source text and an expected text; inputting the source text into a translation model to generate a translation text corresponding to the source text; obtaining a hidden layer vector output by a hidden layer of the translation model as a training sample of a quality assessment model; wherein the hidden layer vector fuses the source text and the translation text; determining a training label corresponding to the training sample according to the translation text and the expected text; and training the quality assessment model through the training samples and the corresponding training labels. The scheme provided by the invention can reduce the model training cost.

Description

technical field [0001] The present application relates to the field of computer technology, in particular to a model training method, device, computer-readable storage medium and computer equipment. Background technique [0002] With the development of computer technology and machine learning technology, in order to save manpower and material resources, in more and more scenarios, the quality evaluation model based on machine learning is gradually chosen to score various data processing results. For example, scoring translation results in translation scenarios. [0003] However, traditional quality assessment models require manually labeled corpus for training. If there is no corpus or the amount of corpus is very limited, it will be difficult to train an effective quality assessment model, resulting in the need for a large amount of manpower for manual labeling of corpus, resulting in model The problem of high training costs. Contents of the invention [0004] Based on ...

Claims

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Application Information

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Patent Type & Authority Applications(China)
IPC IPC(8): G06F17/28G06N3/04G06N3/08
CPCG06N3/08G06F40/58G06N3/045
Inventor 邵晨泽张金超孟凡东周杰冯洋
Owner TENCENT TECH (SHENZHEN) CO LTD
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