Multi-round dialog online training method and system based on user interaction
A training method and user technology, applied in special data processing applications, instruments, computing, etc., can solve problems such as low quality and lack of Chinese dialogue data sets, and achieve the effect of ensuring quality
Active Publication Date: 2022-04-26
BEIJING UNIV OF POSTS & TELECOMM
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Problems solved by technology
[0007] For this reason, an object of the present invention is to propose a kind of multi-round dialog online training method based on user interaction, this method is by interacting with user online, real-time module is trained, solves task type multi-round dialog system Chinese dialogue data set is scarce and Low-quality questions, applicable to different dialogue scenarios
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[0040] Embodiments of the present invention are described in detail below, examples of which are shown in the drawings, wherein the same or similar reference numerals designate the same or similar elements or elements having the same or similar functions throughout. The embodiments described below by referring to the figures are exemplary and are intended to explain the present invention and should not be construed as limiting the present invention.
[0041] The method and system for multi-round dialog online training based on user interaction according to the embodiments of the present invention will be described below with reference to the accompanying drawings.
[0042] Firstly, an online training method for multiple rounds of dialogue based on user interaction proposed according to an embodiment of the present invention will be described with reference to the accompanying drawings.
[0043] figure 1It is a flowchart of an online training method for multi-round dialogue ba...
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The present invention discloses a method and system for multi-round dialog online training based on user interaction, wherein the method includes: acquiring the current dialog round, and judging whether the dialog round is greater than a preset threshold; if the dialog round is greater than the preset threshold , then obtain the current action; if the current action is to receive an operation action, then use the natural language understanding module to identify the intent and entity of the current action; if there is any error in the recognition result of the intent or the entity, then receive the correct intent and entity defined by the user Entities: Real-time online training of natural language understanding modules based on user-defined correct intents and entities. This method trains the module in real time by interacting with users online, and solves the problem of lack of Chinese dialogue data sets and low quality in task-based multi-round dialogue systems, and can be applied to different dialogue scenarios.
Description
technical field [0001] The invention relates to the technical field of artificial intelligence, in particular to an online training method and system for multi-round dialogue based on user interaction. Background technique [0002] In recent years, with the rapid development of artificial intelligence technology, human-machine dialogue technology has been widely used in various fields, especially the goal-driven multi-round dialogue system, which aims to help users complete specific tasks, such as helping users book air tickets, Reserving restaurants, etc., the goal-driven dialogue system can make the way for users to obtain information more concise and clear. Different from the traditional web-based solutions of search engines, the dialogue system can conduct multiple rounds of continuous dialogue with users, step by step guidance, Gradually determine the user's intention, and return to the user a direct and accurate answer based on background knowledge, avoiding the user's...
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IPC IPC(8): G06F16/332G06F40/30
CPCG06F16/3329G06F40/30
Inventor 鄂海红宋美娜牛佩晴陈忠富肖思琪周筱松程瑞
Owner BEIJING UNIV OF POSTS & TELECOMM