# TokenTextSplitter chunk size against retrieval hit rate (all-MiniLM-L6-v2, 37 questions) source: runbook.docx read by TikaDocumentReader, 2172 cl100k tokens, 37 questions, embedding model all-MiniLM-L6-v2 (max 256 WordPiece tokens) hit@k: the question's answer is inside one of the k best chunks. cut: answers that no chunk contains whole. top3Toks: tokens in the three best chunks, the context a prompt would carry per question. --- defaults except chunkSize (minChunkSizeChars=350) --- chunkSize chunks meanToks hit@1 hit@3 hit@5 cut top3Toks 32 68 31.9 22/37 29/37 30/37 3 96 64 34 63.9 27/37 33/37 33/37 2 191 128 19 114.1 31/37 35/37 36/37 0 335 256 9 241.1 24/37 31/37 36/37 0 720 512 5 434.0 21/37 33/37 37/37 0 1278 800 3 723.3 17/37 37/37 37/37 0 2170 --- same sizes with minChunkSizeChars=10 --- chunkSize chunks meanToks hit@1 hit@3 hit@5 cut top3Toks 32 88 24.6 31/37 32/37 32/37 0 76 64 42 51.7 27/37 32/37 34/37 1 160 128 19 114.1 31/37 35/37 36/37 0 335 256 9 241.1 24/37 31/37 36/37 0 720 512 5 434.0 21/37 33/37 37/37 0 1278 800 3 723.3 17/37 37/37 37/37 0 2170