What this category's data looks like
Academic journal business cooperation management involves three core types of materials: business cooperation agreements, advertising review forms, and distribution cooperation materials. Business cooperation agreements record the partner name, cooperation term, revenue-sharing terms, and signatures of both parties; advertising review forms state the advertiser, issue number, advertising content, and review signature; distribution cooperation materials register the distribution channel, quantity, start and end dates, and receipt. The three types of materials often enter the knowledge base in the form of paper scans, electronic documents, email receipts, etc., and their update cadence follows the cooperation cycle and the rolling publication schedule. After the materials enter the knowledge base retrieval node, each assumes a different role: business cooperation agreements provide the cooperation entities and the source of rights and responsibilities, advertising review forms provide the basis for publication and review, and distribution cooperation materials provide channel and quantity evidence. If the name, quantity, or date of the same record does not match across two materials, if versions are not synchronized, or if signatures or receipts are missing, citation sources and traceability will fail.
Configuration and implementation checks
The citation output of the knowledge base retrieval node outputs only an array of cited content, each item containing the original text snippet and source identifier; the length may be 0, and the version ledger and change records must be handled subsequently by AI nodes, code nodes, or manual work. This step 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 snippet and source identifier, and the length may be 0.
| Object | Check | Verification action |
|---|---|---|
| Business cooperation agreement | The partner name, cooperation term, revenue-sharing terms, and signature date are consistent between the agreement and the ledger | Open the citation marker and compare it against the original paragraph of the agreement, and check whether the signature and receipt are complete |
| Advertising review form | The advertiser, issue number, advertising content, and review signature are consistent between the review form and the publication record | Use the citation source to point back to the paragraph in the review form, and compare the issue number and signature date |
| Distribution cooperation materials | The distribution channel, quantity, start and end dates, and receipt are consistent between the distribution materials and the agreement | Verify that the cited snippet corresponds to the original text, and check whether the quantity and dates are synchronized |
| Cited content output | The number of returned items is consistent with the materials hit; an empty result is also normal | Run a test with a question that matches no materials, and see whether the output is empty while the pipeline continues |
Three common errors
- Symptom: The name, quantity, or date of the same record does not match between the business cooperation agreement and the advertising review form. Cause: The two materials were entered separately, without field-level comparison and version alignment.
- Symptom: An old version of the distribution cooperation materials is still cited, and the current version is not synchronized. Cause: After the knowledge base was updated, the index was not rebuilt, and the citation source still points to the old paragraph.
- Symptom: The cited snippet does not match the original text. Cause: First check whether this round hit anything and which material was hit, then look at trimming; do not directly attribute it to length trimming.
How to verify the setup
Acceptance for this feature: ask a question that has an original-text basis, 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 pipeline runs through.
Business test: change one piece of content, and see whether the version number and citations are updated in sync; verify that quoteMaxToken is the cited content budget and that the number of citations is the array length, and do not compare the two for equality.
- In the node, check the selected collections and their vector models, and confirm that the associated knowledge bases use the same vector model.
- Open the search parameter panel and check each item one by one, and inspect the citation source identifiers in
responseData(non-streaming module results returned with detailed output enabled) andquoteList.