Jev thinks "I don't know'', but doesn't say it: Introducing Sys1Cal-v1 Dataset for Probability Calibration

arXiv:2609.35342 · cs.AI, cs.LO, cs.SY, eess.SY · Submitted 2026-09-28 · Read on arXiv

cs.AI, cs.LO, cs.SY, eess.SY

Submitted: 2026-09-28

Updated: 2026-09-28

Code: https://github.com/little-g-ai/Sys1Cal-v1

Terminology

• Calibration — 34× in this paper · explained in 7 episodes
• Benchmark — 10× in this paper · explained in 2 episodes
• Accuracy — 9× in this paper · explained in 1 episode
• Abstention — 2× in this paper · explained in 1 episode
• Deferral — 1× in this paper · explained in 2 episodes
• Foundation Model — 1× in this paper · explained in 3 episodes
• Foundation Models — 1× in this paper · explained in 7 episodes
• Latent Representation — 1× in this paper · explained in 2 episodes
• Regularization — 1× in this paper · explained in 3 episodes
• Verification — 1× in this paper · explained in 2 episodes

Sources

• Language Models (Mostly) Know What They Know

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