What this category's data looks like
This page addresses the scenario of university employment contract signing and graduation destination statistics. Materials include employment agreements, graduation destination registration forms, and employer certificates. The employment agreement carries the signing parties, position, and seal information; the graduation destination registration form records the destination category, employer name, and registration date; the employer certificate provides the acceptance opinion and contact person's receipt. The three types of materials each emphasize different fields, dates, and signatures, and each participates in search as a separate citation source when entering the knowledge base retrieval node. The update rhythm advances with graduation batches; signing and destination registration occur in sequence, and material versions may be replaced multiple times. Field characteristics center on names, quantities, dates, signatures, and receipts. The same record often shows mismatches in name, quantity, and date across two materials, and cases of unsynchronized versions or missing signatures and receipts also occur. When materials enter this feature, each serves as an independent source for citation output to point back to the original passage.
Configuration and implementation checks
This step is executed by the citation output of the knowledge base retrieval node, which outputs an array of citation content, each item containing an original text fragment and a source identifier, and the length can be 0. The handover-ready deployment status and operation records are completed subsequently by AI nodes, code nodes, or manual work.
| Object | Check | Verification action |
|---|---|---|
| Employment agreement | Signing parties, position, and seal fields are complete; date and signature can point back to the original text | At the citation superscript, compare against the original agreement text and verify whether name, quantity, date, and signature are consistent |
| Graduation destination registration form | Destination category, employer name, and registration date are consistent with the employment agreement record | Compare item by item the name, quantity, and date in the registration form and the agreement, and record the location of discrepancies |
| Employer certificate | Acceptance opinion, contact person, and receipt signature can point back to the original text | Open the citation source and verify whether the name, date, and receipt signature in the certificate are complete |
| Knowledge base retrieval node | The associated knowledge base uses the same vector model; citation content is output as an array and the length can be 0 | Check the selected collection and vector model, run a test with a no-match question, see that the citation array in responseData (non-streaming module results returned with detailed output enabled) is empty while the pipeline continues, and verify the search parameters item by item |
Three common errors
- Symptom: The name, quantity, and date of the same record do not match between the employment agreement and the graduation destination registration form. Cause: The two materials are registered separately, without field-level comparison and version synchronization.
- Symptom: The citation fragment does not match the original text. Cause: First check whether this round hit and which material was hit, then look at trimming, rather than directly attributing it to length trimming.
- Symptom: The answer has citation superscripts but the citation array is empty, or the material lacks signatures and receipts. Cause: The number of citations is the array length, while
quoteMaxTokenis the content budget; the two are not compared for equality; on the material side, signatures and receipts need to be completed.
How to verify the setup
This feature's acceptance: ask a question with original-text support and verify whether the citation array and superscripts can point back to the original text; then ask a question with no matching material, confirm the array is empty while the pipeline runs through, and record the number of citations and the quoteMaxToken budget values separately.
Business testing: check item by item once according to the handover sheet, see which item is missing from the record, and verify whether the version, connection, and task record are consistent.
- Open the citation superscript, compare item by item against the source document, verify whether the original text fragment and source identifier can point back, and record the citation array length.
- Run a test with a question that has no matching material, confirm that the citation array in
responseDatais empty while the pipeline continues to run through, and at the same time verify the search parameter values inquoteList.