How do you choose chunk size?medium

Type
conceptual
Topic
do-you-choose-chunk-size
Frequency
common
Tags
rag, how, you, choose, chunk, size
Answer

Too small: lacks context, generation suffers, retrieval misses multi-sentence concepts.

Explanation

Too small: lacks context, generation suffers, retrieval misses multi-sentence concepts. Too large: retrieval is imprecise (chunk covers many topics), more noise in LLM context. Typical range: 256-512 tokens with 10-15% overlap. Tune empirically using context precision/recall metrics. For structured documents: align chunk boundaries to logical units (clauses, sections) rather than token count.

Follow-upCan you give a production example?