What this category's data looks like
International student admissions and enrollment management involves three types of materials: admission brochures, admission letters, and visa application forms, each playing a different role: admission brochures provide the program, duration of study, fees, and application deadline; admission letters confirm the admission result, registration date, and signature; visa application forms carry passport information, study period, and receipt. The sources of these materials are mostly exports from the school's academic affairs system, submissions from departments, and returns from external institutions, with updates synchronized according to admission batches and enrollment changes. Common fields include name spelling, date of birth, passport number, program name, duration of study start and end, signature, and seal. When these materials enter authorized access and external services, they are first aggregated by the knowledge base retrieval node according to the vector model, and then output as a citation array containing the original text fragments and source identifiers, for subsequent nodes to compare fields, write ledgers, and generate reports.
Configuration and implementation checks
This step is executed by the citation output of the knowledge base retrieval node, which outputs an array of cited content, each entry containing the original text fragment and source identifier, and the length can be 0. The externally accessible entry points and authorization scope are then completed by subsequent AI nodes, code nodes, or manual work.
| Object | Check | Verification action |
|---|---|---|
| Admission brochure | Fields, dates, and signature must be consistent with the admission letter: program name, duration of study start and end, application deadline, seal | Locate the original brochure fragment in the citation array, verify the program and dates, and record the source identifier |
| Admission letter | When the name, quantity, and dates of the same record do not match between the brochure and the letter, the signature and receipt shall prevail | Open the citation marker to compare with the original text, check whether the signature and receipt are complete, and verify the quoteList source |
| Visa application form | Passport number, study period, and receipt signature must match the admission letter; if the version is not synchronized, it is considered inconsistent | Access once with a restricted identity, check whether the visible scope matches the setting, and verify the responseData (non-streaming module results returned with detailed output enabled) citation fragment |
| Citation content output | The number of returned entries matches the hit materials; empty is also normal, and the number of entries is not compared for equality | Run a test with a question that has no matching materials, see that the output is empty while the chain continues, and record the array length |
Three common errors
- Symptom: There are no citation markers in the answer. Cause: The citation array is not used by subsequent nodes, or the source identifier is not output with the fragment.
- Symptom: The name, quantity, and dates of the same record do not match between the brochure and the letter. Cause: The versions are not synchronized, and the materials are updated separately.
- Symptom: The visa application form lacks a signature or receipt. Cause: The return step was not verified, and the signature field and receipt page were not archived with the materials.
How to verify the setup
Acceptance of this feature: ask a question with original-text evidence, 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. The number of citations is the array length, and quoteMaxToken is the citation content budget; the two are not compared for equality.
Business test: access once with a restricted identity, and see whether the visible scope matches the setting; unauthorized access must not be visible.
- In the node, verify whether the selected knowledge base collections and their vector models are consistent.
- Open the search parameter panel and verify the values item by item, and verify the citation fragments of
quoteListandresponseData.