What this category's data looks like
This category's data looks like this: The formulation of talent cultivation programs in vocational colleges involves three core types of materials: the talent cultivation program (including cultivation objectives, curriculum system, class hours and credits, and the signature and seal page), course standards (including course name, applicable major, class hours, assessment method, and preparation and review signatures), and job competency analysis tables (including job name, competency items, corresponding courses, survey date, and expert signature). These materials come from academic affairs, secondary schools/departments, professional construction committees, and enterprise surveys, and often coexist in multiple versions such as revised drafts, approved drafts, and released drafts. The update rhythm is mostly triggered by academic years or major adjustments, and field dates, quantities, names, and signature receipts are the key points for verification. When entering knowledge base retrieval, the three types of materials are each cited as independent sources: the talent cultivation program provides the overall framework, course standards provide course-level basis, and job competency analysis tables provide job correspondence relationships. Cited snippets need to point back to specific materials and paragraphs.
Configuration and implementation checks
Configuration and implementation checks: The citation output of the knowledge base retrieval node only outputs an array of cited content, each containing the original text snippet and source identifier, and the length can be 0. The version ledger and change records must be handled subsequently by AI nodes, code nodes, or manual work. Even if no content is retrieved, the output chain will still run through.
| Object | Check | Verification action |
|---|---|---|
| Talent cultivation program | Whether the fields, dates, and signatures are consistent with the current version, and whether the names and quantities match across the two materials | Open the citation marker to point back to the original paragraph, verify the cultivation objectives, class hours and credits, signature page, and signing date; record the number of citations as the array length, and view the tokens of the cited text separately against the quoteMaxToken budget |
| Course standards | Whether the course name, applicable major, class hours, assessment method, and preparation and review signatures are synchronized with the program | Check the cited snippets against the source documents, and check whether the name, class hours, and dates of the same course are consistent across the two materials; use quoteList to view citation details and confirm that the source identifier can point back |
| Job competency analysis table | Whether the job name, competency items, corresponding courses, survey date, and expert signature are complete and the version is not misaligned | Compare the cited snippets with the original text item by item, and check records missing signatures or receipts; open the citation marker in the conversation to confirm that each citation can point back to the original paragraph |
| Associated knowledge base and search parameters | Whether the selected knowledge base uses the same vector model, and whether the search parameter values are consistent with the knowledge base retrieval section | Check the selected collection and vector model in the node, open the search parameter panel and verify item by item; use responseData (non-streaming module results returned with detailed output enabled) to view the return structure and confirm that the citation array length matches the hit materials |
Three common errors
- Phenomenon: The class hours and names of the same course do not match between the talent cultivation program and the course standards. Cause: The two materials were revised separately, the versions were not synchronized, and one version was taken from each when citing, without pointing back to the same current version.
- Phenomenon: The cited snippets do not match the original text, or the answer has no citation marker. Cause: First check whether this round hit anything and which material was hit, then look at trimming, and do not directly attribute it to length trimming.
- Phenomenon: The job competency analysis table lacks signatures or receipts, and the dates are inconsistent with the survey records. Cause: When the materials were archived, the signature page and receipts were not checked, the old version was not marked as void, and citations still point to the old version.
How to verify the setup
How to verify the setup: Acceptance for this feature: ask a question with original-text support, and check whether the citation array and markers can point back to the original text; then ask a question with no matching materials, and confirm that the array is empty while the chain still runs through.
Business test: change one piece of content and see whether the version number and citations are updated synchronously; record the number of citations by array length, and view the tokens of the cited text separately against the quoteMaxToken budget, without making an equality comparison.
- Run a test with a question that has no matching materials, see that the output is empty while the chain continues, and confirm that a citation array length of 0 is a normal output.
- Open the citation marker in the conversation, check the cited snippets against the original paragraphs in the source documents item by item, and view
quoteListandresponseDatato confirm the source identifier.