Context and Token Budgets for Off-Campus Training Registration and Compliance: Find Supporting Evidence

Training Compliance: review context & tokens for evidence lookup. Check source versions, input mappings and the values received by downstream nodes.

What this category's data looks like

This page addresses business basis query in off-campus training compliance filing and penalty response. Materials fall into three categories: school operating license, course filing materials, and fee disclosure. The school operating license states the institution name, address, validity period, and issuance date, with the signature column for the approval seal and the handler's signature; course filing materials include the course name, number of class hours, start date, instructor, and filing receipt; fee disclosure includes fee items, standards, disclosure date, and refund receipt. Materials are updated by semester or batch, and version numbers and signature receipts mark the update cadence. When entering this function, the school operating license is used to verify subject qualification, course filing materials are used to verify courses and class hours, and fee disclosure is used to verify the basis for fees and refunds. The three types of materials respectively serve the evidentiary roles of subject, course, and fees; during query, they must be matched item by item by field, date, and signature to form basis entries that can be traced back to the original text.

Configuration and implementation checks

This part is executed by application settings (response limit, etc.), outputting the length of a single answer and the range of context that can be accommodated. Basis entries that can be traced back to the original text are then completed by the model. The response limit is controlled by a slider for the length of a single answer; if set too low, the answer will be truncated, and if set too high, consumption will increase.

ObjectCheckVerification action
School operating licenseWhether the institution name, address, validity period, issuance date, and signature column are consistent with the filing materialsCheck the switch and slider position in application settings, and confirm that maxResponse matches the answer length required by the page
Course filing materialsWhether the course name, number of class hours, start date, instructor, and filing receipt match the fee disclosureAsk a question requiring a long answer and check the ending, and confirm that the context range that maxContext can accommodate covers cross-material fields
Fee disclosureWhether the fee items, standards, disclosure date, and refund receipt are consistent with the course filing materials' names, quantities, and datesCompare usage from two runs, record quoteMaxToken as the quoted content budget, and record the number of array entries separately
Penalty response recordsWhether the same record's name, quantity, and date match across the two materials, whether the version is synchronized, and whether signatures or receipts are completeTrace back to the original text item by item by field, date, and signature to form basis entries that can be traced back to the original text

Three common errors

  • Phenomenon: The same record's name, quantity, and date do not match across the two materials. Cause: The school operating license and course filing materials are entered separately, without item-by-item verification by field.
  • Phenomenon: The version is not synchronized, and old course filing materials are still referenced. Cause: The update cadence does not mark version numbers and signature receipts, and the current version is not verified during query.
  • Phenomenon: Signatures or receipts are missing, and fee disclosure cannot serve as a basis. Cause: The disclosure date and refund receipt are not archived, and the entries do not match the original text.

How to verify the setup

Acceptance of this function: Ask a question requiring a long answer, check whether the ending is complete, and confirm that maxResponse matches the answer length required by the page.

Business test: Ask a cross-material basis question, see whether the answer gives traceable sources, and confirm that the context range that maxContext can accommodate covers the school operating license, course filing materials, and fee disclosure.

  • Check the switch and slider position in application settings, confirm that maxResponse matches the answer length required by the page, and ask a question requiring a long answer to see whether the ending is complete.
  • Compare usage from two runs, record quoteMaxToken as the quoted content budget, record the number of array entries separately, and verify the tokens of the quoted text.