The Supervision Tradeoff: Format Scaffolds, Judgment Pleasing, and Anti-Calibration in Post-Training

Also Consider

Synapse has enriched 5 closely related papers on similar clinical questions. Consider them for comparative context:

1. 1Reading More, Finding Less: A Pre-Registered Anatomy of Progressive Disclosure for AI Agents2026
2. 2Prompt Sensitivity in LLM-Based Market Agents2026
3. 3Paying Down the Price of the Bottleneck: Label-Efficient Foundation Codebooks and a Soft Readout for a Deterministic Edge Decision Token2026 · 16 citations
4. 4Per-Token Confidence Trajectory in LoRA Fine-Tuning: Substrate-Output Evidence for Cumulative Calibration Collapse2026
5. 5When a Judgment Layer's Self-Reported Fields Lie: Cost, Latency and the Failure Boundary of Three Judgment Layers on the Same Items2026