The Illusion of Certainty: Decoupling Capability and Calibration in On-Policy Distillation research paper by Salesforce, 2026
Salesforce · Apr 18, 2026 · Training and scaling · 14 upvotes 5 months ago
What it shows
On-policy distillation suffers from miscalibration due to information mismatch between training and deployment contexts, which is addressed through a calibration-aware framework that improves both performance and confidence reliability.
Hugging Face's summary; not yet checked by hand.
More from Salesforce
All 33Other training and scaling papers
TopicAbout this paper
- Authors
- Jiaxin Zhang, Xiangyu Peng, Qinglin Chen and 3 more
- arXiv
- 2604.16830 · PDF
- Citations
- Not counted yet · Semantic Scholar
- Upvotes
- 14 · Hugging Face
- Code
- github.com/SalesforceAIResearch/CaOPD
- Lab
- Salesforce · on Companies · on Acquisitions · on Quarterly · on Paydays · on TechConf
Changes
| What changed | |
|---|---|
| Sep 26, 2026today | New paperAdded to the listSep 26, 2026today |