A training method, device, electronic device and storage medium for an inference model

A training method and model technology, applied in the Internet field, can solve the problems of geometric growth of search space, inability to achieve flexibility, etc.

Active Publication Date: 2021-08-20
SHANGHAI RENJING INFORMATION TECH CO LTD
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AI Technical Summary

Problems solved by technology

The main problem of these three reasoning methods is that the search space grows geometrically with the increase of the number of conditions, questions and reasoning rules, so it can only solve some simple reasoning problems with
However, these methods are limited to their own fields and cannot be promoted. At the same time, these methods rely on specific mechanical methods and strategies, and cannot achieve the same flexibility as human reasoning.

Method used

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  • A training method, device, electronic device and storage medium for an inference model
  • A training method, device, electronic device and storage medium for an inference model
  • A training method, device, electronic device and storage medium for an inference model

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Embodiment Construction

[0063] The present disclosure 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 disclosure, but not to limit the present disclosure. In addition, it should be noted that, for the convenience of description, only some structures related to the present disclosure are shown in the drawings but not all structures.

[0064] Embodiments of the present disclosure provide a solution for automatic reasoning of questions based on a learning model. By using a training framework of enhanced learning, the model can continuously accumulate problem-solving experience and optimize the accuracy of problem-solving. The scheme can be widely used in automatic reasoning of questions, especially complex questions, such as complex elementary mathematics questions and so on. The training and use of the model will be described below in conjun...

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Abstract

The embodiment of the present disclosure discloses a reasoning model training method, device, electronic equipment, and storage medium. The reasoning model training method includes: by targeting the current topic in the training sample, obtaining the current topic status of the current topic; according to The current topic state selects the current action to be executed; executes the current to-be-executed action to obtain a new topic state; uses the new topic state as the current topic state of the current topic, and continues to select and execute the corresponding current to-be-executed action , until the stopping condition is satisfied, such a technical solution can enable the reasoning model to continuously accumulate problem-solving experience, optimize the accuracy of reasoning, and the trained reasoning model can realize automatic reasoning on complex elementary mathematics problems in actual use.

Description

technical field [0001] The present disclosure relates to the technical field of the Internet, and in particular to a training method, device, electronic equipment and storage medium of an inference model. Background technique [0002] Automatic reasoning is one of the core technologies for machine problem-solving. It is based on the given conditions, problems and a series of actions (inference rules) defined inside the system, and continuously changes the conditions and problems by executing actions until the new conditions are met. A new problem is to find a feasible solution path. [0003] Current reasoning techniques are mainly based on forward push, backward push and two-way search reasoning methods. The main problem of these three reasoning methods is that the search space grows geometrically with the increase of the number of conditions, questions and reasoning rules, so it can only be used to solve some simple reasoning problems. Although in some specific fields, it...

Claims

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Application Information

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Patent Type & Authority Patents(China)
IPC IPC(8): G06N5/04
Inventor 金霄然
Owner SHANGHAI RENJING INFORMATION TECH CO LTD
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