11346e44afa282e8bae106f9c59b9aa96fce6c2570faa757b3de6e922593557e
active
contextual
prescribed
Retrieval quality should include hallucination rate for LLM responses grounded on CXUs versus raw chunks so that the grounding benefits of structured context can be measured against chunk-based retrieval.
Supporting contexts
Quoteverbatim
Hallucination rate for LLM responses grounded on CXUs versus raw chunks.
— Beyond Retrieval - Pyrana Context Engine Whitepaper.pdf
Quoteverbatim
8.1 Retrieval quality
— Beyond Retrieval - Pyrana Context Engine Whitepaper.pdf
Quoteverbatim
Atomic Context Units replace ambiguous chunks.
— Beyond Retrieval - Pyrana Context Engine Whitepaper.pdf
Effective from: 7/16/2026, 10:36:00 PM