What this category's data looks like
Enterprise new employee onboarding training materials include three categories: onboarding training plans, course sign-in sheets, and job descriptions. Their fields cover job title, course name, sign-in date, signature and acknowledgment sections, and they often come with multilingual parallel drafts and glossaries. The materials come from the training department and the hiring department, are updated by batch, and version synchronization depends on pre-release review. When entering this feature, the onboarding training plan provides course and job entries, serving as the skeleton for terminology extraction and parallel drafts; the course sign-in sheet provides date and signature fields, used to check the names and dates of the same record across the two materials; the job description provides job responsibilities and proper nouns, serving as the basis for translated names to refer back to the source text. Under prompt constraints, the three categories of materials together form the input for a unified glossary and parallel draft, and the answer scope is controlled by historical messages.
Configuration and implementation checks
This step is carried out by the memory turn count and prompt configuration in the application settings, which output the referenced historical message range and answer constraints. The unified glossary and parallel draft are then completed by the model. The memory turn count controls how many previous dialogue turns can be referenced at most when answering; the value only needs to match the preceding context range required by the question.
| Object | Check | Verification action |
|---|---|---|
| Onboarding training plan | The job title, course name, sign-in date, and signature section are written consistently across the two materials | Compare the fields and dates of the plan and the sign-in sheet one by one, and check whether signatures and acknowledgments are complete |
| Course sign-in sheet | The name, quantity, and date of the same record match the plan | Spot-check three records sorted by date, and refer back to the job description to check translated names |
| Job description | Proper noun translated names can refer back to the source text, and the version is synchronized with the released draft | Take three terms and check their wording throughout the document, and confirm that the version number and signature section have no missing items |
| Multilingual parallel draft and glossary | Terminology is consistent throughout, and the field names in variables are consistent with the parallel draft | Use messages to organize two rounds of follow-up questions, and record chatId for later review |
Three common errors
- Symptom: The date or quantity of the same record does not match between the plan and the sign-in sheet. Cause: The two materials are updated separately, versions are not synchronized, and signatures or acknowledgments are missing.
- Symptom: The translated names in the glossary are inconsistent with the wording in the parallel draft. Cause: The prompt does not constrain translated names to refer back to the source text, and historical messages bring in irrelevant content.
- Symptom: The second question uses a reference and the answer does not address the question. Cause: The memory turn count value does not match the preceding context range required by the question, and the opening message is treated as preceding context.
How to verify the setup
Feature acceptance: ask two consecutive follow-up questions and see whether the second question carries on the reference from the first question.
Business test: take three terms and check whether their wording is consistent throughout the document.
- In the application settings, check the current value of the memory turn count and whether it matches the preceding context range required by the question.
- Compare the usage records of two runs to confirm that consumption changes accordingly after adjusting the turn count.