# Chunks to embed again after appending one sentence to one paragraph (all 36 paragraphs tried) splitter chunks mean median max TokenTextSplitter 128 tokens 19 5.0 2 17 TokenTextSplitter 256 tokens 9 2.5 2 10 SentenceSplitter 128, no overlap 19 2.4 2 8 SentenceSplitter 128, 1 sentence overlap 24 3.1 2 13 one chunk per paragraph 36 1.0 1 1 columns: chunks in the unedited file; mean, median and max chunks re-embedded over the 36 edits