Ragenta Docs
Knowledge bases

Chunking methods

Thirteen ways to split a document — when to use which, and the formats each can read.

The chunking method decides the unit that gets searched and cited. Pick the wrong one and an answer will quote half a clause or a table row without its column names. The picker in the app shows each method's description and a Reads: … line; methods the deployment cannot run yet are greyed out with the reason.

MethodForHow it cutsReads
GeneralOrdinary prose — the defaultSplits at sentence boundaries and merges back to the token budget, with overlap.pdf, docx, txt, md, html, csv, tsv, json, eml
Q&AFAQs, support exports, interview transcriptsOne chunk per question-and-answer pair; the question is embedded rather than the answer.csv, tsv, md, txt, docx
TableTabular dataOne chunk per row, each carrying its column names. Export XLSX to CSV/TSV first.csv, tsv
OneShort documents where every part is context for every other — a one-page policy, a product sheetThe whole document as a single chunk.as General
PaperAcademic papersSplits on section names (Abstract, Method, Results…) and prefixes each chunk with its section.pdf, docx, txt, md, html
BookBooks, long documents with chaptersSplits on chapters and numbered headings, prefixing each chunk with its heading path.pdf, docx, txt, md, html
Legal (laws)Laws, decrees, contractsOne chunk per Điều / Article / 第N条, never merged with its neighbours.pdf, docx, txt, md, html
ManualTechnical manuals, proceduresSplits on numbered sections and keeps the section number with the text, so a step still says which procedure it belongs to.pdf, docx, txt, md, html
PresentationSlide decksOne chunk per slide, never merged. Export PPTX to PDF first.pdf
EmailMailKeeps From, To, Subject and Date with every chunk of the body.eml, txt
PictureImages, scanned pagesNeeds a vision model — not available yet; convert to a text PDF.
AudioRecordingsNeeds speech-to-text — not available yet; upload the transcript.
ResumeCVsNeeds an entity-extraction model — not available yet; use General.

Quick pick

  • Not sure → General.
  • The file is a list of questions and answers → Q&A.
  • The file is a table → Table (exported to CSV).
  • A law or a contract with articles → Legal.
  • Answers must quote a short passage whole → One.

Check the result in the chunk list before bulk uploading.

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