What this category's data looks like
Admissions enrollment and filing materials of regular higher education institutions usually come from provincial admissions and examination institutions and university admissions offices, and contain three core types of documents: enrollment plans, filing rules, and admission rosters, with an update cadence that refreshes on a rolling basis as batches advance and the collection of volunteer applications proceeds. Enrollment plans focus on major groups, selected examination subjects, and planned numbers; filing rules focus on filing ratios, tie-breaking ranking, and withdrawal conditions; admission rosters focus on candidate numbers, admitted majors, dates, and signed receipts. In multilingual materials and terminology processing, the three types of materials respectively play the roles of terminology source, rule constraint, and result verification: enrollment plans provide the translation baseline for major and plan fields, filing rules provide the basis for comparison of process terminology and condition wording, and admission rosters provide the final verification object for record-level names, quantities, dates, and signed receipts. After the materials enter multi-turn dialogue and prompt configuration, the historical message range determines whether prior terminology can be carried over stably, the answer constraints determine whether translated names refer back to the source text, and the finished quality of the terminology glossary and the comparison draft depends on the degree to which the model utilizes the prior context range.
Configuration and implementation checks
This step is executed by the memory turns and prompt configuration in the application settings, outputting the referenced historical message range and answer constraints. The unified terminology glossary and comparison draft are then completed by the model. The memory turns control how many previous dialogue turns can be referenced at most when answering; if the value is too small, the prior context cannot be used, and if the value is too large, irrelevant content is brought in and consumption increases.
| Object | Check | Verification action |
|---|---|---|
| Enrollment plans | The translated names of major groups, selected examination subjects, and planned number fields are consistent in the multilingual comparison draft and can refer back to the source text | Check the current memory turns value in the application settings, run a trial with two consecutive follow-up questions, see whether the second round carries over the references from the first round, and check whether the prior context range in messages covers the place where the terminology first appears |
| Filing rules | The terminology for filing ratios, tie-breaking ranking, and withdrawal conditions is written consistently throughout, and the rule wording can correspond to the source text | Sample three rule terms and check their writing throughout, confirm that the same term does not appear with different translations in answers across different turns, and adjust the terminology constraints in variables if necessary |
| Admission rosters | The names, quantities, and dates of candidate numbers, admitted majors, dates, and signed receipt fields are consistent between the two materials | Compare the major names and planned numbers in the enrollment plans and the admission rosters, check whether the dates and signed receipts are complete, and use chatId to locate record-level answers within the same conversation |
Three common errors
- Symptom: The major name, planned number, or date of the same record does not match between the enrollment plan and the admission roster. Cause: The versions of the two materials are not synchronized, and the terminology glossary does not cover field-level differences.
- Symptom: The admission roster lacks a signature or receipt, but the externally released draft is still output as a complete record. Cause: The verification step does not treat the signed receipt as a mandatory check item, and the prompt does not constrain the marking of missing items.
- Symptom: When the second question uses a reference, the answer does not address the question, and the translated terminology is inconsistent with the prior context. Cause: The memory turns value is too small, the prior terminology does not enter the reference range, and the answer constraints do not lock the reference relationship.
How to verify the setup
Acceptance of this feature: Ask two consecutive follow-up questions, see whether the second question carries over the references from the first question, and check whether the referenced historical message range in messages covers the first terminology definition.
Business test: Sample three terms and check whether their writing is consistent throughout, confirm that the translated names can refer back to the source text, and record the tokens and array item count of the quoted text for separate verification.
- Check the current memory turns value in the application settings, match it with the prior context range required by the question, and compare the usage records of two runs after adjustment.
- Run a trial with two consecutive question sentences, check the reference carry-over in the second round, and confirm that the opening message is not treated as prior context.