Table 11:

Hyper-Parameters for calibration fine-tuning.

	Parameter	Clin	Chem	Bio
Relevance Ranking	${\lambda }_{\mathit{\text{MLE}}}$	0.1	0.1	0.1
	${\lambda }_{\mathit{\text{CA}}}$	1.0	1.0	1.0
	${\lambda }_{\mathit{\text{margin}}}$	.001	.001	.001
	α (length penalty)	1.0	2.0	2.0
	τ (scale)	.01	0.1	0.1
Faithful	${\lambda }_{\mathit{\text{MLE}}}$	1.0	1.0	1.0
Contrast	${\lambda }_{\mathit{\text{CA}}}$	1.0	10.0	1.0