prompting-faithfulness-limited-instruction-tuned

IN premise — summaries/2026/08/24/shi-2024-context-aware-decoding-s6-conclusion.md

Created 2026-08-25T02:58:36+00:00

Prompting-based faithfulness methods (Zhou et al., 2023) are restricted to large instruction-finetuned models such as text-davinci-003 and are not generalizable to small or open-source models.

Summary

That prompting-based faithfulness gains only reproduce on large, instruction-tuned proprietary models means the technique is effectively unavailable for smaller, open-source, or locally hosted architectures. In practice, this locks the approach into expensive closed APIs and rules it out for cost-sensitive or privacy-constrained deployments.