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ResearchFormerly WizWand

Fault Diagnosis on Multiphase Flow Process

100Case 1 AccuracyQwen2.5-7B-Instruct

Evaluation results

Method	Links
Qwen2.5-7B-Instruct2026.03		100	100	100	0	0	0	0	0	0	0	0	0	0	23.08
DeepSeek-R1-Distill-Qwen-7B2026.03		100	100	100	100	100	100	0	0	0	0	100	0	100	61.54
DeepSeek-R1-Distill-Qwen-32B2026.03		100	0	100	0	100	100	100	0	0	100	0	0	100	53.85
QwQ-32B2026.03		100	100	100	100	100	100	100	0	0	0	0	0	100	61.54
DeepSeek-R12026.03		100	100	100	100	100	100	100	100	0	0	0	100	100	76.92
Qwen2.5-72B-Instruct2026.03		0	100	100	0	100	100	0	0	0	0	0	0	0	30.77
DeepSeek-V32026.03		0	100	100	0	100	0	0	0	0	0	0	0	0	23.08