Fault Diagnosis on Multiphase Flow Process
100Case 1 AccuracyQwen2.5-7B-Instruct
Evaluation Results
| Method | Links | ||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Qwen2.5-7B-InstructFramework=S2S, Setting=Zero-shot2026.03 | 100 | 100 | 100 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 23.08 | |
| DeepSeek-R1-Distill-Qwen-7BFramework=S2S, Setting=Zero-shot2026.03 | 100 | 100 | 100 | 100 | 100 | 100 | 0 | 0 | 0 | 0 | 100 | 0 | 100 | 61.54 | |
| DeepSeek-R1-Distill-Qwen-32BFramework=S2S, Setting=Zero-shot2026.03 | 100 | 0 | 100 | 0 | 100 | 100 | 100 | 0 | 0 | 100 | 0 | 0 | 100 | 53.85 | |
| QwQ-32BFramework=S2S, Setting=Zero-shot2026.03 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 0 | 0 | 0 | 0 | 0 | 100 | 61.54 | |
| DeepSeek-R1Framework=S2S, Setting=Zero-shot2026.03 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 0 | 0 | 0 | 100 | 100 | 76.92 | |
| Qwen2.5-72B-InstructFramework=S2S, Setting=Zero-shot2026.03 | 0 | 100 | 100 | 0 | 100 | 100 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 30.77 | |
| DeepSeek-V3Framework=S2S, Setting=Zero-shot2026.03 | 0 | 100 | 100 | 0 | 100 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 23.08 |