CN-121071126-B - Document depth traceability system based on multi-agent cooperation

Abstract

The invention discloses a document depth tracing system based on multi-agent cooperation, and relates to the technical field of document tracing. The system comprises a master control intelligent agent, an academic search intelligent agent, a literature analysis intelligent agent, a correlation analysis intelligent agent and a report generation intelligent agent, wherein the academic search intelligent agent is in communication connection with the master control intelligent agent, the academic search intelligent agent is used for searching and obtaining a tracing literature according to a preset tracing starting point and a reference literature, the literature analysis intelligent agent is used for analyzing the tracing literature to obtain a reference literature list, the correlation analysis intelligent agent is used for analyzing the tracing literature to obtain correlation information among the tracing literature, the report generation intelligent agent is used for generating a literature tracing report according to the tracing literature and the correlation information, the master control intelligent agent is used for obtaining the reference literature according to the reference literature list, and the tracing literature and the correlation information are sent to the report generation intelligent agent. Thus, document tracing with high coverage can be realized.

Inventors

• WANG JINGXIANG
• DING HAISONG
• LIU HAIFENG

Assignees

• 合肥中科类脑智能技术有限公司

Dates

Publication Date

20260512

Application Date

20251106

Claims (8)

1. 1. A document depth traceability system based on multi-agent cooperation is characterized by comprising a master control agent, an academic search agent, a document analysis agent, a correlation analysis agent and a report generation agent which are in communication connection with the master control agent, The academic search agent is used for searching to obtain a first document according to a preset tracing starting point, acquiring a reference document, searching to obtain a second document according to the reference document, and taking the first document and the second document as tracing documents; the literature analysis agent is used for acquiring the traceability literature and analyzing the traceability literature to obtain a reference literature list; the association analysis agent is used for acquiring at least two traceability documents, and analyzing the traceability documents to obtain association information among the traceability documents; the report generation agent is used for generating a document tracing report according to the tracing document and the associated information; the master control agent is used for obtaining the reference according to the reference list, obtaining the tracing document and the associated information and sending the tracing document and the associated information to the report generating agent; The association information comprises a reference relationship and a similarity relationship, and the association analysis agent is specifically used for: analyzing the at least two traceable documents to obtain metadata of each traceable document, obtaining the reference relation between any two traceable documents, obtaining semantic similarity between any two metadata, and obtaining a similarity relation between the two corresponding traceable documents according to the semantic similarity for each semantic similarity; The academic search agent is further configured to search in a preset academic database according to the preset tracing start point to obtain the first document, and search in the preset academic database according to the reference document to obtain the second document, where the system further includes: The network searching agent is specifically configured to receive the preset tracing starting point sent by the master control agent, obtain the reference document from a preset document queue to be processed, perform internet searching according to the preset tracing starting point or the reference document, and use a search result as supplementary information; the report generating agent is specifically used for: And generating a document tracing tree according to the tracing document, the reference relation and the similarity relation, generating a depth analysis report according to the tracing document and the supplementary information, and generating the document tracing report according to the document tracing tree and the depth analysis report.
2. 2. The multi-agent collaboration-based document depth traceability system of claim 1, wherein the master agent is further configured to: And acquiring an initial research task, generating the preset tracing starting point according to the initial research task, and sending the preset tracing starting point to the academic search agent, wherein the initial research task comprises at least one of a document link to be traced, a document title and a research theme.
3. 3. The multi-agent collaboration-based document depth traceability system of claim 1, wherein the master agent is further configured to: adding the reference document into a preset document queue to be processed; the academic search agent is specifically used for: The references in the pending document queue are obtained for searching according to the references.
4. 4. The multi-agent collaboration-based document depth traceability system of claim 1, wherein the report generating agent is further configured to: generating a knowledge graph by taking the traceability document as a node and taking the reference relation and the similarity relation as edges; Traversing the knowledge graph by taking the first document as a starting point to obtain the document tracing tree.
5. 5. The multi-agent collaboration-based document depth traceability system of claim 1, wherein the document analysis agent is further configured to associate the traceable document with the supplemental information, the report generation agent is further configured to: And obtaining target documents in the at least two traceable documents, obtaining target parts of the target documents, and obtaining the depth analysis report according to the target documents, the target parts and the supplementary information related to the target documents, wherein the target documents comprise at least one of the traceable documents with the frequency higher than a preset frequency threshold and the traceable documents with similar documents, the similar documents are the traceable documents with the similarity with the target documents being greater than the preset similarity threshold in the at least two traceable documents, and the target parts comprise summaries of the target documents.
6. 6. The multi-agent collaboration-based document depth traceability system of claim 1, wherein the academic search agent is further configured to: Obtaining metadata and access links of the traceability document, and sending the metadata and the access links to the master control intelligent agent as a preliminary result; The general control intelligent agent is also used for: Adding the preliminary result into a preset queue to be processed; The literature analysis agent is also used for: and acquiring the preliminary result from the preset queue to be processed, and acquiring the tracing document according to the preliminary result so as to analyze the tracing document.
7. 7. The multi-agent collaboration-based document depth traceability system of claim 6, wherein the master agent is further configured to: And when the system generates a preset search termination condition, the associated information is sent to the report generating agent.
8. 8. The multi-agent collaboration-based document depth traceability system of claim 7, wherein the preset search termination condition comprises at least one of a number of times the academic search agent searches in the preset academic database reaching a preset number of times, a total time the academic search agent searches in the preset academic database reaching a preset time, a number of traceable documents reaching a preset number, and a duration of the preset pending queue being an empty queue reaching a preset time threshold.

Description

Document depth traceability system based on multi-agent cooperation Technical Field The invention relates to the technical field of document tracing, in particular to a document depth tracing system based on multi-agent cooperation. Background In the field of scientific research, literature research is the first step of research workers before subject research and technical innovation, and the main purpose of the literature research is to comprehensively understand the origins, development venues, current progress and future potential trends of a certain technology or a certain research direction. However, the document investigation in the related art is usually performed by manual searching and analysis or by a visual analysis tool, however, both the manual searching and analysis and the visual analysis tool in the related art have the problem of insufficient coverage and may miss important documents. Disclosure of Invention The present invention aims to solve at least one of the technical problems in the related art to some extent. Therefore, the invention aims to provide a document depth tracing system based on multi-agent cooperation so as to realize document tracing with high coverage. In order to achieve the aim, the embodiment of the invention provides a document depth tracing system based on multi-agent cooperation, which is characterized by comprising a master control agent, an academic search agent, a document analysis agent, an association analysis agent and a report generation agent, wherein the academic search agent is used for searching a first document according to a preset tracing starting point and acquiring a reference document, searching a second document according to the reference document and taking the first document and the second document as tracing documents, the document analysis agent is used for acquiring the tracing documents and analyzing the tracing documents to obtain a reference document list, the association analysis agent is used for acquiring at least two tracing documents and analyzing the tracing documents to obtain association information between the tracing documents, the report generation agent is used for generating a tracing report according to the tracing documents and the association information, and the master control agent is used for acquiring the tracing documents and transmitting the association information between the tracing documents and the association report generation agent. In addition, the document depth traceability system based on multi-agent cooperation according to the embodiment of the invention can also have the following additional technical characteristics: According to one embodiment of the invention, the master control agent is further configured to obtain an initial research task, generate the preset tracing start point according to the initial research task, and send the preset tracing start point to the academic search agent, wherein the initial research task includes at least one of a document link to be traced, a document title and a research topic. According to one embodiment of the invention, the association information comprises a reference relation and a similarity relation, and the association analysis agent is specifically used for analyzing the at least two traceable documents to obtain metadata of each traceable document, obtaining the reference relation between any two traceable documents, obtaining semantic similarity between any two metadata, and obtaining the similarity relation between the corresponding two traceable documents according to the semantic similarity for each semantic similarity. According to one embodiment of the invention, the master agent is further used for adding the reference to a preset to-be-processed document queue, and the academic search agent is specifically used for acquiring the reference in the to-be-processed document queue to search according to the reference. According to one embodiment of the invention, the academic search agent is further used for searching in a preset academic database according to the preset tracing starting point to obtain the first document, searching in the preset academic database according to the reference document to obtain the second document, the system further comprises a network search agent, wherein the network search agent is specifically used for receiving the preset tracing starting point sent by the master control agent, acquiring the reference document from the preset document queue to be processed, searching the Internet according to the preset tracing starting point or the reference document, taking a search result as supplementary information, and the report generation agent is specifically used for generating a document tracing tree according to the tracing document, the reference relation and the similarity relation, generating a depth analysis report according to the tracing document and the supplementary information, and generating the document trac