What this category's data looks like
This page addresses enterprise compliance and security training scenarios. Materials include three categories: compliance training courseware, security operating procedures, and exam records. Courseware and procedures carry current clauses, steps, and illustrations; exam records carry personnel, dates, scores, and signed receipts. Material sources are the internal policy repository, training archives, and assessment ledgers, and the update cadence advances with regulatory revisions, process changes, and annual refresher training. When entering knowledge base retrieval and recall, courseware and procedures participate as the primary candidate sources in semantic and full-text recall, while exam records participate as traceability evidence in hit and association verification. Field characteristics center on names, quantities, dates, signatures, and receipts: if the name, quantity, or date of the same record does not match across two materials, the version is not synchronized, or a signature or receipt is missing, the candidate snippets and cited content will deviate from the current version.
Configuration and implementation checks
This step is executed by the knowledge base retrieval service (retrieval node and search test), outputting candidate snippets and similarity scores (after pattern, merge, rerank, filter, and upper-limit trimming). The "version ledger and change records" are completed by subsequent nodes or manually.
| Object | Check | Verification action |
|---|---|---|
| Compliance training courseware | Fields include courseware name, clause number, effective date, and version number; the signature field and receipt field must be consistent with the exam records | In the search test, test once each with synonymous questions, record the number of candidates and the scores, and verify whether the courseware name, clause number, and effective date fall within the current version |
| Security operating procedures | Fields include procedure name, step number, revision date, and signature; quantities and dates must match the exam records | Switch searchMode to semantic, full-text, or hybrid, compare whether the candidates include both semantic and full-text results, and verify the step number and revision date |
| Exam records | Fields include personnel, date, score, signature, and receipt; names and quantities must match the courseware and procedures | Toggle rerank, compare the order of the top few entries, and verify whether the dates and signatures in the exam records are synchronized with the current courseware and procedure versions |
| Version ledger and change records | The current version is unique, old versions are traceable, citations are synchronized; after changing one piece of content, the version number and citations are updated in sync | Adjust similarity and limit, verify the tokens of the cited text and the number of array entries, and confirm that old versions are traceable and citations are synchronized |
Three common errors
- Symptom: the name, quantity, or date of the same record does not match between the courseware and the exam records. Cause: the version is not synchronized, old-version materials still participate in recall, and candidate snippets and cited content are not aligned with the current version.
- Symptom: the answer lacks key paragraphs and the number of citations is too low. Cause: similarity filtering and citation upper-limit trimming are too tight, key snippets are trimmed away, and the number of array entries must be recorded separately and the tokens of the cited text verified.
- Symptom: there are many candidates but the ones ranked first are all irrelevant. Cause: rerank is not enabled or the retrieval mode does not match the material form, and no secondary sorting is performed after multi-path merging, causing the top few entries to deviate from the current version.
How to verify the setup
Feature acceptance: test once each with synonymously rewritten questions, and compare the number of candidates and similarity scores; then toggle rerank and compare the ordering of the top few entries; switch searchMode and adjust similarity and limit, and record the number of array entries and the tokens of the cited text.
Business testing: change one piece of content and see whether the version number and citations are updated in sync; verify that the current version is unique, old versions are traceable, and citations are synchronized, and confirm that signatures and receipts are complete.
- In the knowledge base search test, test once each with synonymous questions, record the number of candidates and the scores, and verify whether the names, quantities, dates, and signatures of the courseware, procedures, and exam records are consistent.
- Adjust
similarityandlimit, toggle rerank and switchsearchMode, and compare the ordering of the top few entries; record the number of array entries separately, verify the tokens of the cited text, and confirm that old versions are traceable and citations are synchronized.