Imputation on Time-MQA
91FCRDeepSeek-V3.2
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| DeepSeek-V3.2mode=zero-shot, serialization=text2026.06 | 91 | 87,334 | 120,663 | |
| Frozen Time-MoEEncoder=Frozen pretrained foundation2026.06 | 82 | 27,437 | 5,911 | |
| Frozen Random LinearEncoder=Frozen randomly-initialized linear2026.06 | 79.75 | 87,578 | 5,798 | |
| CADEmodel size=0.6B, backbone=encoder-based2026.06 | 78.5 | 25,210 | 31,200 | |
| CADEContrastive alignment=True, Loss=One-Directional SupCon2026.06 | 78.5 | 25,210 | 5,999 | |
| CADE w/o SupConContrastive alignment=False, Loss=Cross-entropy only2026.06 | 77.7 | 34,532 | 6,004 | |
| Time-MQASerialization=BPE tokenizer2026.06 | 65 | 2,399,043 | 5,318 | |
| Time-MQA (Full FT)Serialization=BPE tokenizer, Fine-tuning=Full-parameter2026.06 | 57 | 2,391,803 | 4,313 | |
| ITFormer2026.06 | 0 | 4,284,782 | — |