Time series pattern analysis on TimerBed (test)
86RCWTSAlign-7B
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| TSAlign-7BEvaluation Protocol=Full-shot Test, Types=Ours2026.06 | 86 | 74.3 | 42.9 | 81.7 | 77.4 | 93.2 | 64.6 | |
| TSAlign-3BEvaluation Protocol=Full-shot Test, Types=Ours2026.06 | 84.2 | 71.4 | 42.1 | 76.8 | 68.7 | 91.5 | 63.28 | |
| PatchTSTEvaluation Protocol=Full-shot Test, Types=TS2026.06 | 82.1 | 57.1 | 24.8 | 60 | 64 | 79.6 | 52.09 | |
| S2IPEvaluation Protocol=Full-shot Test, Types=TS-Text2026.06 | 81.5 | 59.2 | 27.5 | 82.7 | 64.2 | 75.2 | 52.79 | |
| TimesNetEvaluation Protocol=Full-shot Test, Types=TS2026.06 | 80.2 | 61.9 | 26.2 | 73.3 | 64 | 88.7 | 53.28 | |
| GPT4TSEvaluation Protocol=Full-shot Test, Types=TS-Text2026.06 | 78.2 | 62.3 | 21.4 | 75.5 | 69.9 | 87.6 | 50.01 | |
| iTransformerEvaluation Protocol=Full-shot Test, Types=TS2026.06 | 76.9 | 21.4 | 24.5 | 46.7 | 46.4 | 89.5 | 51.1 | |
| FEDformerEvaluation Protocol=Full-shot Test, Types=TS2026.06 | 76.6 | 42.9 | 26.4 | 73.3 | 51.6 | 89.9 | 52.16 | |
| ChatTSEvaluation Protocol=Full-shot Test, Types=TS-Text2026.06 | 71.3 | 50.8 | 28.4 | 69.4 | — | 77.5 | 49.81 | |
| Qwen2.5-Instruct-7BEvaluation Protocol=Full-shot Test, Types=TS-Text2026.06 | 67.8 | 40.5 | 28.8 | 44.9 | 59.1 | 52 | 45.65 | |
| Time-LLMEvaluation Protocol=Full-shot Test, Types=TS-Text2026.06 | 62.5 | 47.3 | 25.6 | 63.8 | 60.2 | 88.4 | 46.61 | |
| GPT-5.1Evaluation Protocol=Zero-shot Test, Types=Proprietary API2026.06 | 60.9 | 24.8 | 27.1 | 39.5 | 52.7 | 36.2 | 40.34 | |
| Qwen2.5-Instruct-7BEvaluation Protocol=Zero-shot Test, Types=TS-Text2026.06 | 52.1 | 16.9 | 22.5 | 35.9 | 46.3 | 28.4 | 33.85 | |
| Random GuessingTypes=-2026.06 | 50 | 14.3 | 25 | 33.3 | 50 | 16.7 | 32.98 |