What the data for this category looks like
The core data for this category comes from the national student funding management information system, school student status system, civil affairs low-income and special hardship data, and fiscal payment system. The update cycle is one semester. Daily processed documents include family economic hardship certification forms, aid application forms, scholarship and grant review forms, distribution lists, and publicity materials. Fields cover student identity information, family economic status, student status, fund distribution details, and similar content. Each document contains structured fields and unstructured explanatory content.
What constraints these characteristics impose on the multi-turn dialogue and prompt engineering link
Because the data update cycle is one semester, the dialogue knowledge base does not require frequent refreshes, and can be synchronized in batches per semester. Document types are diverse and their fields are associated with data from multiple systems. Prompts must clearly guide users to submit information according to document fields, and also associate external system data for verification. Multi-turn dialogue must cover the full process from application submission to distribution confirmation, and retain conversation context to avoid repeated questions. Since the consequences of errors involve fund distribution and student rights and interests, the dialogue must strictly limit the retrieval scope to student aid-related documents to avoid interference from irrelevant information.
Configuration Settings
Reference only; verify against the target FastGPT release and deployment documentation.
| Configuration Item | Recommended Approach | Rationale |
|---|---|---|
chatId | Bind the unique session identifier for the current student aid application | Distinguish processing dialogues for different students to avoid context confusion |
messages | Retain the first 20 rounds of dialogue context | Adapt to the long-cycle full application process within one semester, covering multi-turn interactions |
variables | Pass in student ID number, family low-income status variables | Associate fixed data from external systems, reducing repeated user input |
| Single search limit | Top 8 matching documents | Cover multiple core document types including family economic status, student status, and fund distribution |
| Maximum context | 8000–10000 token | Adapt to full process information for multi-turn dialogue, avoiding context overflow |
| Question optimization | Enabled | Convert user colloquial inquiries into standardized aid review query conditions |
Three Common Misconfigurations
- Non-student aid knowledge base references appear in dialogues. This occurs when the retrieval scope is not clearly defined in the prompt, or the designated student aid knowledge base ID is not bound.
- Automatically loading previously uploaded documents when parsing newly uploaded documents. This occurs when historical document association loading is not disabled in session configuration, or when only the currently uploaded attachment is not specified for processing.
- System errors triggered after passing in the knowledge base ID variable. This occurs when the binding rules for the
variablesparameter are not configured correctly, or the variable format does not meet system requirements.
How to Confirm Proper Configuration
- Initiate a test dialogue, enter inquiries unrelated to student aid, and confirm that no student aid-related document content is returned.
- Upload a single aid application form, trigger the parsing process, and confirm that only the currently uploaded document is loaded and processed.
- Pass in the preset
variablesparameter, and check whether the fixed data of the corresponding external system is automatically called in the dialogue. - Launch multiple consecutive inquiries, confirm that context confusion does not occur, and that each retrieval returns the specified number of matching documents.
The values provided are common starting points and should be measured against the reader's own samples.
Question material comes from public community discussions. Configuration values are common starting points and should be measured against your own samples. Verified on 2026-09-28.