Under a fixed model, increasing structural scaffolding of inference-time control systematically reduces LLM output variance and failure rates on controllability probes.
From prompt engineering to prompt science with humans in the loop.Communications of the ACM, 68(6):54–61, 2025
1 Pith paper cite this work, alongside 23 external citations. Polarity classification is still indexing.
1
Pith paper citing it
23
external citations · OpenAlex
fields
cs.AI 1years
2026 1verdicts
CONDITIONAL 1representative citing papers
citing papers explorer
-
CogniConsole: Externalizing Inference-Time Control as a Formal Abstraction for Reliable LLM Interactions
Under a fixed model, increasing structural scaffolding of inference-time control systematically reduces LLM output variance and failure rates on controllability probes.