CN-121996756-A - Data processing method, system, device, electronic equipment, storage medium and program product

CN121996756ACN 121996756 ACN121996756 ACN 121996756ACN-121996756-A

Abstract

The embodiment of the description provides a data processing method, a system, an apparatus, an electronic device, a storage medium and a program product. The scheme provided by the embodiment is that the first preset model is utilized to carry out semantic analysis on the operation rule information provided by the first user, and a first question and an answer corresponding to the first question are generated. The operation rule information comprises an internal management specification formulated by an operation main body affiliated by the first user aiming at operation activities and personnel behaviors. Further, the first question is rewritten by using a second preset model, so as to generate a plurality of derivative questions which are semantically equivalent to the first question but have different expressions. And forming a question-answer pair by the first question, the plurality of derived questions and the corresponding answers, and storing the question-answer pair into a question-answer knowledge base. The question-answer knowledge base can be used for providing matched answers as answer basis when determining that the treatment strategy to be executed for the second question is answer substitution according to the risk detection result of the second question related to the operation main body.

Inventors

Kong Jiyinjie
WANG WEI
QIN XINGBIN
LIU JINGXIA
ZHENG KAIYUAN

Assignees

蚂蚁区块链科技(上海)有限公司

Dates

Publication Date: 20260508
Application Date: 20251231

Claims (13)

1. A method of data processing, comprising: Acquiring operation rule information provided by a first user, wherein the operation rule information comprises an internal management specification formulated by an operation main body affiliated by the first user aiming at operation activities and personnel behaviors; semantic analysis is carried out on the operation rule information by using a first preset model, and a first question and an answer corresponding to the first question are generated Carrying out rewrite processing on the first problem by using a second preset model to generate a plurality of derivative problems, wherein the derivative problems are similar problems which are semantically equivalent to the first problem but are expressed differently; forming question-answer pairs by the first question, the plurality of derived questions and the answers into question-answer knowledge base; the question and answer knowledge base is used for providing matched answers as answer basis when determining that the treatment strategy to be executed on the second question is answer substitution according to the risk detection result of the second question related to the operation main body.
2. The method of claim 1, wherein the first question is rewritten using a second predetermined model to generate a plurality of derivative questions, comprising: Generating a question generation prompt word based on the first question and a preset rewrite dimension, inputting the question generation prompt word into the second preset model, rewriting the first question by the second preset model according to the rewrite dimension to generate the plurality of derivative questions, and/or, And driving the second preset model to rewrite the first problem based on the adjusted generation control parameters to generate a plurality of derivative problems.
3. The method according to claim 1 or 2, further comprising: acquiring the second question input by a second user; Inputting the second problem into a third preset model, triggering the third preset model to execute risk detection, and outputting a risk detection result of the second problem; determining an adapted treatment strategy for the second problem according to the risk detection result; performing a corresponding management and control on the second problem based on the treatment policy; Wherein when the risk of the second problem is detected, the risk detection result includes a risk classification label.
4. A method according to claim 3, wherein determining an adapted treatment strategy for the second problem based on the risk detection result comprises: If the risk detection result is that the risk is not found, the treatment strategy determined for the second problem is released so as to allow the second problem to be displayed; And if the risk detection result comprises a risk classification label, extracting the problem characteristics of the second problem, and determining an adaptive treatment strategy for the second problem based on the risk classification label and the problem characteristics, wherein the problem characteristics comprise an intention type and an emotion tendency.
5. The method of claim 4, wherein determining an adapted treatment policy for the second problem based on the risk classification tag and the problem signature comprises: Selecting a management and control rule suitable for the second problem from a management and control rule base based on the risk classification label and the problem characteristics; Determining a treatment strategy for the second problem according to the selected control rule; The management and control rule library comprises a plurality of risk classification labels and management and control rules configured under the risk classification labels, wherein the management and control rules comprise a treatment strategy and trigger conditions of the treatment strategy, and the trigger conditions are configured according to at least one of intention types and emotion tendencies.
6. The method as recited in claim 5, further comprising: When the treatment strategy determined for the second question is a surrogate answer, selecting a target question similar to the second question from the question-answer knowledge base, and acquiring an answer corresponding to the target question; Determining an answer corresponding to the second question based on the answer corresponding to the target question; And performing corresponding management and control on the second problem based on the treatment policy, including: And returning an answer corresponding to the second question to the second user, and prohibiting the second question from being displayed.
7. The method of claim 3, wherein when a risk of the second problem is detected, the risk detection result further comprises a risk word, wherein the risk word is extracted from the second problem based on a risk direction indicated by a risk classification tag; the risk words comprise connection combination words, wherein the connection combination words comprise at least two semantically related words, and a connection symbol is inserted between adjacent words; And, the method further comprises: and storing the risk words into a risk word stock.
8. The method according to claim 1 or 2, wherein performing semantic analysis on the operation rule information using the first preset model, generating a first question and an answer corresponding to the first question, comprises: Inputting the operation rule information into the first preset model, and executing the following operations by the first preset model: extracting key knowledge points in the operation rule information, wherein the key knowledge points comprise at least one of concepts, terms, causal relationships, scenes and behaviors related to the operation rule information; And generating the first question and an answer corresponding to the first question according to the key knowledge points.
9. A data processing system, comprising: the system comprises a client, a server, an operation rule text, a user terminal and a user terminal, wherein the client is used for responding to input operation, acquiring operation rule information input by a first user and sending the operation rule information to the server; The server is provided with a first preset model and a second preset model, and is used for carrying out semantic analysis on the operation rule information by utilizing the first preset model to generate a first question and an answer corresponding to the first question, carrying out rewrite processing on the first question by utilizing the second preset model to generate a plurality of derivative questions, wherein the derivative questions are similar questions which are semantically equivalent to the first question and are different in expression, forming a question-answer pair by the first question, the plurality of derivative questions and the answer, and storing the question-answer pair into a question-answer knowledge base, wherein the question-answer knowledge base is used for providing a matched answer as a answer basis when determining that the treatment strategy to be executed on the second question is a answer according to a risk detection result of the second question related to the operation main body.
10. A data processing apparatus, comprising: The system comprises an acquisition module, an operation rule information acquisition module and a control module, wherein the acquisition module is used for acquiring operation rule information provided by a first user, and the operation rule information comprises an internal management specification formulated by an operation main body affiliated by the first user aiming at operation activities and personnel behaviors; The system comprises a first operation rule information generating module, a second operation rule information generating module and a first operation rule information generating module, wherein the first operation rule information is used for carrying out semantic analysis on the first operation rule information by utilizing a first preset model to generate a first problem and an answer corresponding to the first problem; And the question-answer knowledge base is used for providing matched answers as answer basis when determining that the treatment strategy to be executed for the second question is answer substitution according to the risk detection result of the second question related to the operation main body.
11. An electronic device comprising a memory and a processor, wherein the memory has stored therein executable program instructions that when executed by the processor implement the method of any of the preceding claims 1 to 6.
12. A computer readable storage medium, characterized in that the storage medium has stored thereon a computer program which, when executed in a computer, causes the computer to perform the method of any of the preceding claims 1 to 6.
13. A computer program product, characterized in that it comprises a computer program or instructions which, when executed by a processor, implement the method according to any of the preceding claims 1 to 6.

Description

Data processing method, system, device, electronic equipment, storage medium and program product Technical Field The present disclosure relates to the field of computer technologies, and in particular, to a data processing method, system, apparatus, electronic device, storage medium, and program product. Background Along with the rapid evolution of the ecology of internet contents and the increasing strictness of supervision environments, enterprises have higher requirements on the capacity of a content security system, so that the enterprise has high-precision identification capacity on general risks, unstructured operation rule texts (such as industry specifications and internal system manuals) related to the enterprises are flexibly fused, and the cooperative content security management of general protection and personality rules is realized. However, these unstructured rule texts are difficult to use as decision basis in content security systems due to the lack of uniform logical structure expression. Therefore, it is desirable to provide a technical path that can effectively integrate unstructured operation rule text into a content security system to meet the risk management and control requirements of enterprise "personalized regulations". Disclosure of Invention Various embodiments in the present specification provide a data processing method, system, apparatus, electronic device, storage medium, and program product. Wherein, the In a first embodiment, a data processing method is provided in the present specification. The method comprises the following steps: Acquiring operation rule information provided by a first user, wherein the operation rule information comprises an internal management specification formulated by an operation main body affiliated by the first user aiming at operation activities and personnel behaviors; semantic analysis is carried out on the operation rule information by using a first preset model, and a first question and an answer corresponding to the first question are generated Carrying out rewrite processing on the first problem by using a second preset model to generate a plurality of derivative problems, wherein the derivative problems are similar problems which are semantically equivalent to the first problem but are expressed differently; forming question-answer pairs by the first question, the plurality of derived questions and the answers into question-answer knowledge base; Wherein the question and answer knowledge base is used for detecting a junction at a later time according to a risk of a second problem related to the operator. In a second embodiment, a data processing system is provided in the present specification. The system comprises: the system comprises a client, a server, an operation rule text, a user terminal and a user terminal, wherein the client is used for responding to input operation, acquiring operation rule information input by a first user and sending the operation rule information to the server; The server is provided with a first preset model and a second preset model, and is used for carrying out semantic analysis on the operation rule information by utilizing the first preset model to generate a first question and an answer corresponding to the first question, carrying out rewrite processing on the first question by utilizing the second preset model to generate a plurality of derivative questions, wherein the derivative questions are similar questions which are semantically equivalent to the first question and are different in expression, forming a question-answer pair by the first question, the plurality of derivative questions and the answer, and storing the question-answer pair into a question-answer knowledge base, wherein the question-answer knowledge base is used for providing a matched answer as a answer basis when determining that the treatment strategy to be executed on the second question is a answer according to a risk detection result of the second question related to the operation main body. In a third embodiment, a data processing apparatus is provided in the present specification. The device comprises: The system comprises an acquisition module, an operation rule information acquisition module and a control module, wherein the acquisition module is used for acquiring operation rule information provided by a first user, and the operation rule information comprises an internal management specification formulated by an operation main body affiliated by the first user aiming at operation activities and personnel behaviors; The system comprises a first operation rule information generating module, a second operation rule information generating module and a first operation rule information generating module, wherein the first operation rule information is used for carrying out semantic analysis on the first operation rule information by utilizing a first preset model to generate a first problem and an answer corresponding to the fi