Tool Condition Monitoring on AMRC Tool 2
100AccuracyGPT4TS
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| GPT4TSTraining Tool=Tool2, Methodology Paradigm=Time-series2026.04 | 100 | 100 | 100 | 100 | 0 | 35.18 | |
| LoRMBackbone=GPT2, Pre-training status=Pretrained, Training Tool=Tool2, Methodology Paradigm=PLM-based2026.04 | 99 | 99 | 95 | 97 | 0 | 35.18 | |
| BERTBackbone=BERT, Training Tool=Tool2, Methodology Paradigm=PLM-based2026.04 | 99 | 99 | 94 | 96 | 0 | 35.18 | |
| T5Backbone=T5, Training Tool=Tool2, Methodology Paradigm=PLM-based2026.04 | 99 | 100 | 97 | 98 | 0 | 35.18 | |
| GPT2 (Scratch)Backbone=GPT2, Pre-training status=Scratch, Training Tool=Tool2, Methodology Paradigm=PLM-based2026.04 | 99 | 100 | 93 | 96 | 0 | 35.18 | |
| WhisperTraining Tool=Tool2, Methodology Paradigm=PSM-based2026.04 | 99 | 99 | 94 | 96 | 0 | 35.18 | |
| LoRMBackbone=GPT2, Pre-training status=Pretrained, Training Tool=Tool1, Methodology Paradigm=PLM-based2026.04 | 98 | 100 | 89 | 94 | 0 | 35.18 | |
| GPT4TSTraining Tool=Tool1, Methodology Paradigm=Time-series2026.04 | 98 | 100 | 90 | 95 | 0 | 46.31 | |
| BERTBackbone=BERT, Training Tool=Tool1, Methodology Paradigm=PLM-based2026.04 | 96 | 100 | 82 | 90 | 0 | 46.31 | |
| T5Backbone=T5, Training Tool=Tool1, Methodology Paradigm=PLM-based2026.04 | 96 | 100 | 80 | 89 | 0 | 67.55 | |
| GPT2 (Scratch)Backbone=GPT2, Pre-training status=Scratch, Training Tool=Tool1, Methodology Paradigm=PLM-based2026.04 | 96 | 100 | 79 | 89 | 0 | 67.55 | |
| WhisperTraining Tool=Tool1, Methodology Paradigm=PSM-based2026.04 | 96 | 100 | 80 | 89 | 0 | 67.55 | |
| GPT4TSTraining Tool=Tool3, Methodology Paradigm=Time-series2026.04 | 95 | 100 | 78 | 87 | 0 | 67.55 | |
| Traditional StatisticsTraining Tool=Tool2, Methodology Paradigm=Traditional Statistics2026.04 | 93 | 100 | 60 | 75 | 0 | 35.18 | |
| LoRMBackbone=GPT2, Pre-training status=Pretrained, Training Tool=Tool3, Methodology Paradigm=PLM-based2026.04 | 93 | 76 | 96 | 85 | 8 | 18.42 | |
| Traditional StatisticsTraining Tool=Tool1, Methodology Paradigm=Traditional Statistics2026.04 | 92 | 100 | 54 | 71 | 0 | 79 | |
| Traditional StatisticsTraining Tool=Tool3, Methodology Paradigm=Traditional Statistics2026.04 | 87 | 100 | 31 | 48 | 0 | 70.96 | |
| WhisperTraining Tool=Tool3, Methodology Paradigm=PSM-based2026.04 | 87 | 100 | 39 | 56 | 0 | 70.96 | |
| BERTBackbone=BERT, Training Tool=Tool3, Methodology Paradigm=PLM-based2026.04 | 79 | 0 | 0 | 0 | 0 | — | |
| T5Backbone=T5, Training Tool=Tool3, Methodology Paradigm=PLM-based2026.04 | 79 | 0 | 0 | 0 | 0 | — | |
| GPT2 (Scratch)Backbone=GPT2, Pre-training status=Scratch, Training Tool=Tool3, Methodology Paradigm=PLM-based2026.04 | 79 | 0 | 0 | 0 | 0 | — |