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ResearchFormerly WizWand

Rule-Inconsistency Task Classification on RIT (Rule-Inconsistency Tasks)

80.49WACLlama-8b

Evaluation results

Method	Links
Llama-8b2026.01		80.49	51.11	50	16.67	75	0	64.83
Gemini-1.5-Pro2026.01		75.61	48.89	50	100	25	50	65.52
Deepseek-r1-7b2026.01		75.61	26.67	0	16.67	25	16.67	53.1
Llama-70b2026.01		67.07	31.11	0	33.33	50	0	50.34
Deepseek-r1-7b2026.01		64.63	6.67	50	0	0	0	39.31
Deepseek-r1-7b2026.01		56.1	53.33	50	33.33	25	16.67	51.72
Llama-8b2026.01		54.88	15.56	100	33.33	25	0	39.31
Llama-8b2026.01		53.66	15.56	0	0	50	0	36.55
Llama-70b2026.01		52.44	2.22	0	16.67	25	0	31.72
Llama-70b2026.01		51.22	2.22	50	16.67	25	0	31.72
Llama-70b2026.01		51.22	0	0	50	50	0	32.41
Gemini-2.5-Pro2026.01		51.22	51.11	50	100	25	50	52.41
Llama-70b2026.01		50	0	50	33.33	0	0	30.34
Gemini-1.5-Pro2026.01		47.56	35.56	0	100	25	50	44.83
Gemini-2.5-Pro2026.01		47.56	51.11	100	100	25	50	51.03
Gemini-2.5-Pro2026.01		46.34	53.33	0	100	25	50	49.66
Gemini-1.5-Pro2026.01		43.9	53.33	50	100	25	66.67	49.66
GPT-4o2026.01		32.93	60	100	100	0	66.67	45.52
GPT-4o2026.01		29.27	40	50	100	75	66.67	60.16
GPT-4o2026.01		29.27	53.33	100	100	25	50	59.6
Llama-70b2026.01		28.05	13.33	100	50	0	0	23.45
GPT-4o2026.01		25.61	33.33	50	100	50	66.67	54.27
GPT-4o2026.01		25.61	31.11	50	100	100	66.67	62.23
Llama-8b2026.01		18.29	0	0	16.67	75	0	13.1
GPT-4o2026.01		13.41	28.89	0	83.33	75	100	50.11
Llama-8b2026.01		10.98	0	50	0	25	0	7.59
Llama-8b2026.01		4.88	2.22	0	16.67	25	0	4.83
Deepseek-r1-7b2026.01		4.88	0	0	66.67	0	0	5.52
Deepseek-r1-7b2026.01		4.88	2.22	0	33.33	0	0	4.83
Deepseek-r1-7b2026.01		3.66	6.67	0	66.67	0	0	6.9