Student Financial Aid and Subsidy Review: Service Consultation and Response - Document Parsing and Chunking

Student Financial Aid and Subsidy Review: Service Consultation and Response - Document Parsing and Chunking

What this category of data looks like

Data for this category primarily originates from the national student financial aid management information system, school student registration systems, civil affairs low-income and extremely poor assistance data, and fiscal payment systems. Updates occur once per semester. Daily processed documents include family economic hardship certification forms, financial aid application forms, scholarship and grant review forms, distribution lists, and public announcement materials. Most fields include student identity identifiers, family economic status information, review results, and bank card information. Some documents are structured tables, while others are public announcement text, with no unified fixed format.

Semester-level batch data updates require the document parsing link to adapt to batch import scenarios, and avoid excessive parsing time for single files. Differences in document formats across multiple sources require the parsing module to support both structured tables and public announcement text. Structured documents such as family economic hardship certification forms must retain field associations, and avoid breaking contextual logic within tables during chunking. Public announcement text must be split along paragraph boundaries, and avoid splitting complete statements of review opinions or student requests. Field differences across systems require the parsing link to support custom field mapping, and adapt to identifier formats from different sources.

Configuration Settings

Reference only; verify against the target FastGPT release and deployment documentation.

Configuration ItemRecommended SettingRationale
chunkSize800–1200 charactersAdapts to the field density and text length of student financial aid documents, and avoids losing associated information after chunking
chunkSplitterSplit by paragraph + titleAdapts to the text structure of public announcement materials and review forms, and retains the integrity of business logic
customPdfParseEnable structured table parsing modeAdapts to structured PDF documents such as family economic hardship certification forms and distribution lists, and accurately extracts table fields
UPLOAD_FILE_MAX_SIZE100 MBAdapts to semester-level document packages for batch imports, and avoids upload failures due to oversized files
PARSE_FILE_TIMEOUT_SECONDS600 secondsAdapts to the parsing time of single large review forms or batch documents, and avoids mid-task timeout interruptions
chunkSettingModeManual configurationSupports adjusting chunking rules for different document types, and meets the needs of multi-format documents in this category

Three Common Misconfigurations

  • Phenomenon: An unsupported format error is displayed when uploading Excel files, or only two columns of data are retained after importing CSV files. Cause: Custom file parsing adaptation is not enabled, or structured table parsing rules are not configured, resulting in non-standard format tables failing to be correctly identified.
  • Phenomenon: A connection failure error or request timeout occurs when calling marker-pdf parsing. Cause: The locally deployed Docker service did not correctly expose ports, or the PARSE_FILE_TIMEOUT_SECONDS configuration value is lower than the actual parsing time, resulting in task interruption.
  • Phenomenon: The generated response uses newly created content instead of original content from the knowledge base. Cause: Chunking and recall rules are not correctly configured, resulting in the recalled context not containing the original response fragment of the target question and answer pair, or the chunkSize setting is unreasonable, causing the original text to be lost during chunking.

How to Confirm Proper Configuration

  • Upload a single family economic hardship certification form PDF, and check whether the parsed text retains all fields in the table, with no missing or misaligned content.
  • Upload a batch document package, and check whether the parsing task duration is lower than the PARSE_FILE_TIMEOUT_SECONDS configuration value, with no timeout errors.
  • Import a preset question and answer pair document, initiate a consultation, and verify whether the response directly uses the original response content from the knowledge base.
  • Upload a CSV format distribution list, and check whether all columns of data are retained after parsing, with no truncation or format confusion.

The values provided are common starting points, and should be assessed against the samples relevant to the actual use case.

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.