Compare: τ-bench (airline, original) vs τ-bench (airline, clean)

Side-by-side comparison of all reliability metrics on the original 50-task dataset versus the curated 26-task clean subset. The clean version excludes tasks with identified grading and specification issues and is used in the main results.

All Metrics (Original / Clean)

Agent	Accuracy		Consistency								Predictability						Robustness						Safety						Reliability
			Outc		Traj-D		Traj-S		Res		Cal		AUROC		Brier		Fault		Struct		Prompt		Harm		Comp		Safety
	Orig	Clean	Orig	Clean	Orig	Clean	Orig	Clean	Orig	Clean	Orig	Clean	Orig	Clean	Orig	Clean	Orig	Clean	Orig	Clean	Orig	Clean	Orig	Clean	Orig	Clean	Orig	Clean	Orig	Clean
Claude Opus 4.5	0.58	0.81	0.68	0.83	0.88	0.86	0.78	0.81	0.85	0.84	0.71	0.90	0.67	0.70	0.69	0.85	0.95	1.00	0.96	0.98	0.89	0.92	0.46	0.50	0.94	0.96	0.97	0.98	0.80	0.88
O1	0.50	0.66	0.48	0.52	0.86	0.87	0.75	0.72	0.80	0.82	0.74	0.83	0.50	0.52	0.64	0.74	0.95	1.00	1.00	1.00	0.86	0.93	0.40	0.46	0.81	0.83	0.89	0.91	0.76	0.81
GPT-5.2	0.42	0.60	0.52	0.79	0.86	0.86	0.76	0.75	0.82	0.81	0.55	0.73	0.56	0.57	0.55	0.69	1.00	1.00	1.00	0.89	0.92	0.87	0.36	0.38	0.89	0.95	0.93	0.97	0.75	0.81
Gemini 2.5 Pro	0.53	0.72	0.48	0.66	0.84	0.85	0.72	0.72	0.80	0.77	0.56	0.77	0.58	0.67	0.56	0.78	0.97	1.00	0.98	1.00	0.92	0.79	0.40	0.33	0.81	0.88	0.89	0.92	0.74	0.81
Gemini 2.5 Flash	0.47	0.59	0.38	0.73	0.85	0.83	0.70	0.70	0.76	0.76	0.52	0.60	0.54	0.53	0.52	0.60	1.00	0.78	0.97	0.85	0.88	0.83	0.39	0.27	0.82	0.86	0.89	0.90	0.70	0.72
GPT-4 Turbo	0.36	0.58	0.52	0.62	0.85	0.87	0.73	0.74	0.84	0.86	0.38	0.59	0.47	0.46	0.38	0.58	0.98	0.83	0.96	0.73	1.00	0.87	0.44	0.38	0.72	0.79	0.85	0.87	0.69	0.72
Claude 3.5 Haiku	0.30	0.29	0.54	0.56	0.83	0.86	0.71	0.75	0.80	0.82	0.45	0.46	0.44	0.42	0.46	0.47	0.86	1.00	1.00	0.78	0.77	1.00	0.41	0.40	0.61	0.68	0.77	0.81	0.68	0.71
GPT-4o Mini	0.21	0.29	0.72	0.66	0.83	0.82	0.72	0.70	0.80	0.80	0.29	0.34	0.48	0.36	0.32	0.35	1.00	1.00	0.84	0.91	0.91	0.87	0.41	0.45	0.59	0.72	0.76	0.85	0.67	0.67