Document Parsing and Chunking for Semiconductor Investment Research Knowledge Base Construction

Semiconductor investment research data mainly comes from public industry research reports, wafer fab financial reports, device specification sheets

What this category of data looks like

Semiconductor investment research data mainly comes from public industry research reports, wafer fab financial reports, device specification sheets, patent documents, and supply chain statistics. Update cycles are inconsistent. Industry research reports are released weekly or monthly. Quarterly financial reports are updated per calendar quarter. Device specification sheets are updated irregularly as process nodes iterate. Most documents are long-form, with structured tables, electrical formulas, and technical terms. Fields include process nodes, power consumption, voltage, yield, and other metrics. Units are standard industry units such as nanometers (nm), watts (W), volts (V), and percentages (%).

What constraints do these characteristics impose on the document parsing and chunking stage

The multi-table, multi-formula nature of semiconductor documents requires the parsing stage to preserve the integrity of structured content, and avoid splitting parameter tables and formula combinations that span pages. Dense distribution of technical terms and bound units requires that chunking does not separate combined content such as "7nm process" or "1.8V operating voltage". Long-form documents have clear chapter logic, so splitting should follow chapter boundaries instead of fixed character counts, to prevent disruption of industry logical connections. Inconsistent update cycles also require the parsing stage to support incremental identification of updated document fragments, reducing repeated parsing costs.

How to set the configurations

Configuration ItemRecommended ValueRationale
PARSE_TABLE_ENABLEEnabledSemiconductor documents contain a large number of wafer parameter and supply chain tables. Enabling this option preserves table row and column structures, avoiding chaotic parsed content
PARSE_FORMULA_MODEPreserve semantic formatSemiconductor documents contain a large number of electrical formulas and process parameter formulas. Preserving semantic format prevents formula logic from breaking after chunking
max_chunk_tokens800–1200 charactersBalances technical term density and contextual association, avoiding splitting cross-page professional parameter combinations
chunk_overlap150–200 charactersCovers cross-block associations of semiconductor terms, preventing separation of continuous descriptions such as process and yield
PARSE_FILE_TIMEOUT600 secondsAdapts to parsing of long documents with dozens of pages, avoiding timeout when parsing large-volume research reports
ENABLE_INCREMENTAL_PARSETrigger based on update timeAdapts to inconsistent update cycles of semiconductor research reports and financial reports, only parsing updated document fragments

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 specific analysis. Testing using locally sourced samples is recommended before finalizing configuration.

Three common mistakes

  • Phenomenon: A 504 Gateway Timeout error is returned when parsing semiconductor documents, and the parsing progress is interrupted early. Cause: The PARSE_FILE_TIMEOUT configuration is not adjusted, and the default timeout period is insufficient to complete the parsing process of long documents with dozens of pages.
  • Phenomenon: Professional parameter text embedded in images cannot be recalled during question-and-answer testing, only image links are displayed. Cause: The PARSE_IMAGE_ENABLE configuration is not enabled, and image OCR text extraction is not triggered, so valid information in images is not included in chunking.
  • Phenomenon: Terms such as "3nm" and "process" appear separated in different chunks in the chunk list. Cause: chunk_overlap is not set or the value is too small, and term association parsing is not bound, resulting in separation of numerical values and units.

How to confirm the configuration is correct

  • Upload a segment of a semiconductor research report containing wafer parameter tables and electrical formulas. Verify that the parsed result retains complete table row and column structures and formula semantics.
  • Review the chunk list. Confirm that continuous technical term combinations such as "5nm FinFET process" are not split into different chunks.
  • Upload a document with embedded parameter images. Confirm that the parsed result includes text extracted from images, instead of only retaining image links.
  • Upload a copy of a previously parsed semiconductor document. Modify the document content and re-upload. Confirm that only new content is re-parsed, and old document fragments are not processed repeatedly.

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.