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ResearchFormerly WizWand

Faithful Calibration on Faithful Calibration Dataset Suite (test)

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Evaluation results

Method	Links
RLMF2026.06		85	81	83	82	81	84	84	83	86	86	84	41	0.26
RLMF2026.06		85	82	86	82	84	82	83	82	83	84	83	57	0.19
+RL2026.06		82	78	80	79	75	73	81	80	73	72	77	40	0.2
RLMF + Rewr.2026.06		82	86	80	84	80	80	87	87	82	82	83	57	0.19
RLMF + Rewr.2026.06		81	86	80	81	80	81	82	81	87	83	82	41	0.26
+RL2026.06		75	66	69	20	55	54	58	44	32	38	51	59	0.26
FUT2026.06		69	67	68	66	63	70	63	63	68	67	66	31	0.29
MetaFaith2026.06		68	71	65	67	67	64	64	66	68	72	67	28	0.36
Gemini-3.1-Pro2026.06		62	71	70	68	72	68	66	71	73	82	70	78	0.15
Llama3.1-8B-Ins2026.06		60	61	61	50	65	62	48	61	59	71	60	31	0.33
Gemini-3-Flash2026.06		59	64	55	66	67	70	65	66	77	71	66	72	0.16
FUT2026.06		57	75	48	74	72	71	66	67	71	74	67	38	0.41
Qwen3-8B2026.06		53	63	57	54	63	59	59	59	7	62	54	55	0.31
MetaFaith2026.06		53	66	47	68	67	72	70	49	70	67	63	51	0.29
GPT-52026.06		50	61	52	66	59	57	60	57	68	77	61	69	0.19