Document Parsing and Chunking for Special Steel Intelligent Due Diligence Reports

Data for special steel intelligent due diligence reports mainly comes from factory quality inspection sheets of special steel manufacturers required

What the data for this category looks like

Data for special steel intelligent due diligence reports mainly comes from factory quality inspection sheets of special steel manufacturers required for financial institution due diligence, incoming material test reports from downstream customers, industry association grade standard documents, and public special steel industry analysis materials. The data update rhythm varies by scenario: single-batch production quality inspection data updates with production processes, while industry grade standard documents have longer update cycles. Most documents are fixed-structure PDF, Excel or Word files. Core fields include grade identification, chemical composition parameters, mechanical performance indicators, and dimensional tolerance ranges. Supported units include MPa, mm, and others.

The fixed structure of special steel documents and variable header order between enterprises require the parsing module to adapt to header layouts, avoiding field misalignment that reduces the accuracy of due diligence field matching. Differences in document formats across multiple sources require parsing tools to support multiple input forms such as PDF tables and Excel cell data, covering all material types required for due diligence. The strong binding relationship between units and fields requires the parsing process to fully retain unit information, avoiding mixing units of different parameters which would cause due diligence data distortion. Scenarios where both long documents (such as special steel industry analysis manuals used for due diligence) and short documents (such as single-batch quality inspection sheets) coexist require chunking strategies to balance the integrity of long paragraphs and efficient splitting of short documents, ensuring semantic completeness during retrieval.

How to set configurations

Configuration ItemRecommended ValueRationale
PARSE_FILE_TIMEOUT_SECONDS900 secondsSpecial steel industry manuals have relatively large per-page content, and sufficient time must be reserved when batch parsing multiple due diligence documents
maxChunkSize800–1200 charactersAdapts to the paragraph length of special steel quality inspection reports, avoiding splitting complete data of key mechanical performance or chemical composition
chunkOverlap100–150 charactersRetains contextual association between adjacent chunks, ensuring complete semantics of key parameters
ENABLE_MARKER_PARSEREnabledSpecial steel documents mostly contain PDFs with complex tables, and the Marker parsing module has more stable extraction effects for table content
UPLOAD_FILE_MAX_SIZE2000 MBSupports batch uploading multiple special steel quality inspection ledgers or industry standard documents
PARSE_TABLE_MODEfullFully extracts fields, corresponding values and units in tables, avoiding omission of key binding information

The parameter values provided on this page are common recommendations used as a starting point for configuration. Actual values are affected by material form, data volume and business rules. Specific issues require targeted analysis, and it is recommended to test on your own samples before finalizing settings.

Three common errors

  • Phenomenon: After enabling ENABLE_ENHANCED_PARSE in version 4.9.0, field missing or misalignment occurs when parsing special steel PDF tables. Cause: The enhanced parsing module of this version has deviations in adapting to special steel-specific table headers.
  • Phenomenon: Units do not match fields in parsing results, for example, binding the mm unit to a chemical composition parameter item. Cause: PARSE_TABLE_MODE is not set to full, and the association extraction rule for fields and units is not enabled.
  • Phenomenon: A 504 Gateway Timeout error is returned when batch uploading multiple special steel quality inspection reports. Cause: The set value of PARSE_FILE_TIMEOUT_SECONDS is lower than the actual required parsing duration.

How to confirm configurations are correct

  • Upload a standard special steel factory quality inspection PDF document, and check whether all table fields and corresponding units are fully extracted in the parsed text.
  • Check the switch status of ENABLE_MARKER_PARSER to confirm that it matches the format of the currently pending document.
  • Test the chunked results to confirm that no complete mechanical performance or chemical composition paragraph is split in a single chunk.
  • Check the parsing logs to confirm that no PARSE_FAILED error code appears.

Question material comes from public community discussions. Configuration values are common starting points and should be measured against your own samples. Verified on 2026-09-14.