What this category's data looks like
This page addresses the corporate compliance and safety training scenario. The materials come from three categories: compliance training courseware, safety operating procedures, and exam records. Before these three categories of materials are released externally, multilingual materials and terminology processing must be performed. The update cadence follows regulatory revisions and training batches. Fields include record name, quantity, date, version number, and signature or receipt. After compliance training courseware enters this feature, it assumes the role of source corpus for the glossary and the comparison draft, allowing the model to sort out how the same term is written throughout the entire text. After safety operating procedures enter this feature, they assume the role of the verification basis for terminology back-reference to the source text, used to determine whether the translated name can correspond to the source entry. After exam records enter this feature, they assume the role of cross-material consistency comparison, used to discover whether the name, quantity, and date of the same record match across two materials. The three categories of materials jointly support the production of a unified glossary and comparison draft, but the external entry point and authorization are handled by the publishing service and file permissions.
Configuration and implementation checks
The memory turns and prompt configuration in the application settings only output the reference range of historical messages and the answer constraints. The unified glossary and comparison draft must be produced by the model next. Memory turns control how many previous turns of dialogue can be referenced at most when answering. If the value is too small, the preceding text cannot be used; if the value is too large, irrelevant content is brought in and consumption increases.
| Object | Check | Verification action |
|---|---|---|
| Compliance training courseware | Whether the writing of the same term is consistent throughout the entire text, and whether the translated name can back-reference the source entry | In the application settings, check the memory turns value, run a trial with two consecutive question turns, check whether the second turn correctly inherits the reference from the first turn, and record messages and variables |
| Safety operating procedures | Whether the name, quantity, and date of the same record match across two materials, and whether the versions are synchronized | Extract three terms, check whether their writing is consistent throughout the entire text, and verify whether the historical message range corresponding to chatId covers the required preceding text |
| Exam records | Whether signatures or receipts are complete, and whether the name, quantity, and date of the same record are consistent across two materials | Compare the usage records of two runs, confirm that usage changes accordingly after adjusting the turns, and verify whether the preceding text range in messages matches the preceding text range required by the question |
Three common errors
- Symptom: The second question answers off-topic when using a reference. Cause: The memory turns value is too small, so the preceding text information from the first turn cannot be used, and the reference cannot be correctly inherited.
- Symptom: The name, quantity, and date of the same record do not match across two materials. Cause: The versions are not synchronized, and the glossary and comparison draft were generated based on different batches of materials.
- Symptom: Exam records lack signatures or receipts. Cause: When the materials entered this feature, the signature field was not checked, and receipt completeness was not checked before release.
How to verify the setup
Acceptance for this feature: Run a trial with two consecutive follow-up question turns, see whether the second question inherits the reference from the first question, and verify whether the historical message range referenced in chatId and messages matches the preceding text range required by the question.
Business test: Extract three terms and check whether their writing is consistent throughout the entire text, confirm that the translated names can back-reference the source text, and verify that the name, quantity, and date of the same record match across two materials.
- In the application settings, check the current memory turns value, match it with the preceding text range required by the question, and record the referenced text tokens and array count in
variables. - Compare the usage records of two runs, confirm that usage changes accordingly after adjusting the turns, and check whether the opening message is treated as preceding text.