Document Parsing and Chunking for Papermaking Marketing Content

Papermaking marketing data comes primarily from internal product specifications, quarterly marketing briefings, bidding cooperation plans, exhibition

What the Data for This Category Looks Like

Papermaking marketing data comes primarily from internal product specifications, quarterly marketing briefings, bidding cooperation plans, exhibition promotional materials, and customer quotation sheets. Update rhythms align with business scenarios: product specifications update irregularly alongside production process iterations, quarterly marketing briefings release on a quarterly basis, and bidding documents generate temporarily per project requirements. Document structures cover multiple types: plain text quotation sheets, PPT presentations with embedded charts, PDF brochures with integrated process parameters, and structured Excel data tables. Fields include quantitative values (g/㎡), thickness (μm), burst strength (kPa), delivery lead time (days), purchase volume (tons), and more. Some documents include customer-specific parameter descriptions.

Constraints on Document Parsing and Chunking

Parsing tools must support cross-format compatibility to handle multiple document types. This avoids missing structured parameters in PPT and Excel that would occur with PDF-only parsing logic. Fields that bind specific units to parameters require retaining contextual associations between parameters and units during chunking. Independent split extraction of these pairs must be prevented. Universally repeated product specifications across pages require filtering redundant content during chunking. This avoids repeated recall of duplicate information. Project-based bidding documents require chunking by project dimension. This ensures recalled content matches project requirements.

How to Set Configurations

Configuration ItemRecommended ValueRationale
chunk_size800–1200 charactersPapermaking marketing documents include process parameters bound to units. A value that is too long loses parameter context, while a value that is too short splits parameters from their corresponding units
chunk_overlap100–150 charactersRetains associations of process parameters across pages or chunks, and avoids splitting continuous product specification descriptions
enable_ocrEnabledAdapts to non-plain-text documents such as scanned brochures and PPTs with embedded charts, and extracts embedded process parameters
parse_excel_sheetParse all valid worksheetsPapermaking quotation sheets often store parameters across worksheets by product category, avoiding the issue where the default configuration only extracts the first two columns of the first worksheet
PARSE_FILE_TIMEOUT_SECONDS300 secondsLarge bidding documents or multi-page PPTs take longer to parse, preventing parsing failures due to timeout
filter_repeat_chunkEnabledFilters repeatedly occurring universal product specification text, avoiding redundant recall

The parameter values provided on this page are common starting points for configuration. Actual values are affected by material form, data volume, and business rules. Specific issues require targeted analysis. It is recommended to test on local samples before finalizing settings.

Three Common Mistakes

  • Phenomenon: After importing PPT or DOC documents, enabling enable_pdf_enhance results in no charts or incomplete parameter extraction in parsing results. Cause: enable_pdf_enhance only applies to PDF format documents, and this enhancement logic cannot be triggered for non-PDF documents.
  • Phenomenon: After importing an Excel file, parsing results only extract data from the first two columns. Cause: The parse_excel_sheet configuration was not adjusted, and the default logic only parses the first two columns of the first worksheet.
  • Phenomenon: Parsed text chunks split quantitative values from their corresponding units, resulting in incomplete parameter information. Cause: The chunk_size value is too small, splitting process parameters bound to units into two separate text chunks.

How to Verify Correct Configuration

  • Upload a single papermaking marketing PDF document with process parameters, check the parsed text chunks, and confirm that quantitative values, burst strength and other parameters are not split from their corresponding units.
  • Import an Excel quotation sheet with multiple worksheets, verify that the parsing result covers valid fields across all worksheets.
  • Enable the filter_repeat_chunk configuration, upload a document that repeatedly includes universal product specifications, and confirm that no redundant duplicate text chunks appear.
  • Test a scanned marketing brochure, and confirm that embedded parameter text extracts successfully after the OCR configuration is enabled.

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.