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Chunk 1 is the legitimate document. The real Q4 data was retrieved. It was present in the LLM’s context window. But chunks 2 and 3 both frame $24.7M as an acknowledged error, and “CORRECTED FIGURES” with “CFO authorization” outweighed the unadorned legitimate document. The LLM treated the correction narrative as more authoritative than the original source.
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