What this category's data looks like
This category's data looks like this: The development of talent cultivation programs in vocational colleges involves three types of materials: talent cultivation programs, course standards, and job competency analysis tables. The talent cultivation program states the program name, program duration, cultivation objectives, and course structure; the course standard states the course nature, class hours and credits, and assessment methods; the job competency analysis table states the job clusters, competency items, and corresponding courses. The fields of the three types of materials must be aligned item by item: program name, course name, class hours, credits, semester offered, signature column, and date. The material sources are the institution's academic affairs department, the program development committee, and industry-enterprise research records, and the update rhythm changes with program adjustments, course reforms, and annual revisions. When the materials enter the knowledge base retrieval node, each participates in vector search as an independent knowledge base or as a document collection within the same knowledge base. The node selects the collection according to the same vector model, and outputs an array of cited content, each item containing the original text fragment and source identifier, and the length may be 0.
Configuration and implementation checks
Configuration and implementation checks: This link is executed by the citation output of the knowledge base retrieval node, which outputs an array of cited content, each item containing the original text fragment and source identifier, and the length may be 0. The handover-ready deployment status and operation records are then completed by subsequent AI nodes, code nodes, or manual work.
| Object | Check | Verification action |
|---|---|---|
| Talent cultivation program | Whether the program name, program duration, course structure, class hours and credits, signature, and date are consistent with the course standard | In the node, check the selected knowledge base collection and vector model, open the citation marker to trace back to the original paragraph, and compare the program name and course name fields |
| Course standard | Whether the course name, class hours, credits, semester offered, assessment method, signature, and receipt correspond to the job competency analysis table | Run a trial with a question that has no matching materials, see that the citation array is empty while the chain continues, and then check the values in the search parameter panel |
| Job competency analysis table | Whether the job clusters, competency items, corresponding courses, research date, and signature are synchronized with the version of the talent cultivation program | Open the search parameter panel and check item by item, record the number of citations and the quoteMaxToken budget, and do not compare the two for equality |
| Deployment status and operation records | Whether the version, connection, and task records are consistent | Check item by item once according to the handover form, see which record is missing, and check the responseData (non-streaming module results returned with detailed output enabled) and quoteList fields |
Three common errors
- Symptom: The class hours for the same course do not match in the two materials. Cause: After the course standard was revised, the talent cultivation program was not updated in sync, and the versions were not synchronized, causing field conflicts.
- Symptom: The cited fragment does not match the original text. Cause: First check whether this round hit and which material was hit, then look at trimming; do not directly attribute it to length trimming.
- Symptom: There is an answer but the citation array is empty, or there is no citation marker in the answer. Cause: An empty array is a normal output and does not mean retrieval failed; a missing marker requires checking the citation output chain.
How to verify the setup
Acceptance for this feature: Ask a question with original-text support, check whether the citation array and markers can trace back to the original text, record the number of array items and the quoteMaxToken budget, and do not compare the two for equality; then ask a question with no matching materials, and confirm that the array is empty while the chain runs through.
Business test: Check item by item once according to the handover form, see which record is missing, and check whether the version, connection, and task records are consistent.
- In the node, check the selected knowledge base collections and their vector models, and confirm that the selected knowledge bases use the same vector model.
- Run a trial with a question that has no matching materials, see that the citation array is empty while the chain continues, and then open the search parameter panel and check the values item by item.