What this category's data looks like
Corporate compliance and security training materials typically include three categories: compliance training courseware, security operating procedures, and exam records. Their sources are internal policy libraries, translated external regulations, and training archives, and their update cadence rolls forward with regulatory revisions and training batches. When multilingual materials enter the knowledge base, courseware and procedures are split into paragraphs to carry terminology definitions and operational descriptions, while exam records use field rows to carry names, dates, and signature receipts. Field characteristics center on record names, quantities, dates, signature columns, and version numbers. If the name, quantity, or date of the same record does not match across two materials, the version is not synchronized, or signatures or receipts are missing, then the terminology glossary and the comparison draft lose traceability to the source when released externally.
Configuration and implementation checks
The knowledge base retrieval service (retrieval node and search test) only outputs candidate snippets and similarity scores (after pattern, merge, rerank, filter, and upper-limit trimming). The unified terminology glossary and comparison draft must be handled by subsequent nodes or manually. A single retrieval consists of question optimization, semantic/full-text/hybrid recall, multi-path merging, rerank secondary sorting, similarity filtering, and reference upper-limit trimming, and only then is the reference content handed to the model.
| Object | Check | Verification action |
|---|---|---|
| Compliance training courseware | Terminology translations correspond to the original paragraphs, and the same term is written consistently throughout | In the search test, switch searchMode to semantic, full-text, or hybrid, record the number of candidates and scores, and check whether the snippet containing the term traces back to the original text |
| Security operating procedures | Step names, quantities, and dates match across the two materials, and version numbers are synchronized | Use the same operation name in synonym-rewritten questions and test each once, compare candidates and scores, and enable usingReRank to inspect the ordering of the top few results |
| Exam records | Names, dates, signature columns, and receipts are complete, and record names and quantities are consistent | Search by a combination of record name and date, check whether the returned candidates contain signature and receipt fields, record the number of array entries, and separately inspect the tokens of the referenced text |
| Unified terminology glossary and comparison draft | The same term is consistent throughout, and the translation can trace back to the original text | Sample three terms and check their usage throughout, confirm that key snippets are still retained after similarity filtering, and that limit trimming does not change the term correspondences |
Three common errors
- Symptom: The name, quantity, and date of the same record do not match between the courseware and the exam records. Cause: The two materials' versions are not synchronized, the terminology glossary was not updated with the procedure revisions, and retrieval hits snippets from different batches.
- Symptom: Terminology translations are written inconsistently throughout, and after external release they cannot trace back to the original text. Cause: Multilingual materials were imported in batches, the terminology glossary was not unified, and recalled candidates come from paragraphs of different versions.
- Symptom: Exam records lack signatures or receipts, and the corresponding entries cannot be found during verification. Cause: Archive fields are missing, and retrieval only returns body snippets without bringing out the rows containing signatures and receipts.
How to verify the setup
Acceptance for this feature: test each synonym-rewritten question once, compare candidates and scores, then toggle rerank on and off to inspect the ordering of the top few results; record the number of candidates and scores, and check the actual behavior of similarity, limit, searchMode, and usingReRank.
Business test: sample three terms and check whether their usage is consistent throughout, confirm that the translations can trace back to the original text, and verify the name, quantity, date, and signature receipt of the same record across the two materials.
- In the knowledge base search test, retrieve the same term once using different phrasings, record the number of candidates and scores, and compare the ordering of the top few results before and after toggling rerank.
- Sample three terms and verify their usage paragraph by paragraph throughout, checking whether the names, quantities, dates, signatures, and versions of the compliance training courseware, security operating procedures, and exam records match.