Model Integration and Configuration for Off-Campus Training Registration and Compliance: Handle Multilingual Materials and Terminology

Training Compliance: review model setup for multilingual work. Check source versions, input mappings and the values received by downstream nodes.

What this category's data looks like

Off-campus training compliance filing and penalty response materials include three categories: school operation licenses, course filing materials, and fee disclosure. Fields cover name, quantity, date, and signature. School operation licenses focus on the entity and address; course filing materials focus on class hours and textbooks; fee disclosure focuses on items and refund terms. Materials come from institution submissions and competent authority receipts, and updates advance with filing batches and rectification milestones. It is common for the name, quantity, and date of the same record to mismatch across two materials, for versions to be out of sync, and for signatures or receipts to be missing. After entering this feature, the three material categories serve respectively as terminology source, comparison draft, and publication wording, and are carried by a unified terminology table and comparison draft.

Configuration and implementation checks

This step is executed by the server-side model channel configuration, which outputs model binding relationships and channel responses. The "unified terminology table and comparison draft" is then completed by subsequent AI nodes, code nodes, or manual work. Models are divided into five types: language, indexing, reranking, speech synthesis, and speech recognition. Different steps bind different model types.

ObjectCheckVerification action
School operation licenseCheck whether the entity name, address, date, and signature are consistent with the course filing materialsCompare the name and date fields of the two materials, and record the locations of discrepancies
Course filing materialsCheck whether class hours, textbook names, and quantities match the fee disclosureExtract three terms, check whether their spelling is consistent throughout the document, and trace them back to the source text
Fee disclosureCheck whether items, refund terms, dates, and receipts are completeCheck the channel configuration and key source, and compare against the model name returned by the channel
Model typeCorresponds to the step to be used; check the type label in the model configurationRun one conversation and one retrieval, and check the model identifier in the response

Three common errors

  • Symptom: the same course name is written differently in the school operation license and the course filing materials. Cause: the terminology table is not unified, and the translated name cannot be traced back to the source text.
  • Symptom: the quantity in the fee disclosure does not match the course filing materials. Cause: versions are out of sync, and the old draft is still being referenced.
  • Symptom: retrieval reports an indexing-model-related error. Cause: the model type bound to the step does not match the indexing model.

How to verify the setup

Feature acceptance: run one conversation and one retrieval, check the model identifier in the response, and check the configuration locations of maxContext, maxTokens, and quoteMaxToken.

Business test: extract three terms and check whether their spelling is consistent throughout the document

  • Check the channel configuration and key source, and compare against the model name returned by the channel
  • Check the type labels in the model configuration, and confirm the steps bound to language, indexing, reranking, speech synthesis, and speech recognition respectively