Chunking Strategy

Chunking Strategy

Chunking Strategy

Chunking splits documents into segments for embedding and retrieval. Approaches include fixed character counts, sentence or paragraph boundaries, and structure-aware methods that respect document formatting such as deposition page-line format or medical record entries.

Overlap between chunks preserves context across boundaries.

Alternative Names:

Document Chunking, Text Segmentation

Why it Matters?

Chunking is the least visible and most consequential retrieval decision for legal documents. Splitting a deposition mid-answer separates the question from the response, and splitting a medical record entry from its date makes the entry unusable. Vendors applying uniform character-count chunking to litigation documents produce noticeably worse retrieval than those handling document structure, and the difference is invisible until you test on real records.

Frequently Confused with

Related terms

Frequently asked questions

Why does chunking affect accuracy?

Why does chunking affect accuracy?

Because a passage split from its context becomes unretrievable or misleading. Deposition answers separated from questions and entries separated from dates are common failures.

What is structure-aware chunking?

What is structure-aware chunking?

Splitting that respects the document's own organization, such as page-line boundaries in transcripts or dated entries in medical records, rather than fixed character counts.