Multimodal Classification on TimeCAP Weather, Finance, and Healthcare (average)
61.3Macro-F1Chronicle
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| ChronicleStage=Stage 2, Evaluation Protocol=LoRA, TS token repeat (r)=642026.05 | 61.3 | 0.757 | |
| ChronicleStage=Stage 1, Evaluation Protocol=LP, TS token repeat (r)=642026.05 | 60.8 | 0.745 | |
| ChronicleStage=Stage 2, Evaluation Protocol=LP, TS token repeat (r)=642026.05 | 60.5 | 0.75 | |
| ChronicleStage=Stage 1, Evaluation Protocol=LoRA, TS token repeat (r)=12026.05 | 60.1 | 0.739 | |
| ChronicleStage=Stage 2, Evaluation Protocol=LoRA, TS token repeat (r)=12026.05 | 59.5 | 0.731 | |
| ChronicleStage=Stage 2, Evaluation Protocol=LP, TS token repeat (r)=12026.05 | 59.4 | 0.731 | |
| ChronicleStage=Stage 1, Evaluation Protocol=LP, TS token repeat (r)=12026.05 | 59.3 | 0.733 | |
| BERT+Chronos-2Category=FM Fusion, TS Encoder=Chronos-2, Text Encoder=BERT2026.05 | 59 | 0.726 | |
| TimesNet+BERTCategory=MM-TSFlib, TS Encoder=TimesNet, Text Encoder=BERT2026.05 | 58.9 | 0.75 | |
| DLinear+BERTCategory=MM-TSFlib, TS Encoder=DLinear, Text Encoder=BERT2026.05 | 58.8 | 0.739 | |
| BERT+Moirai-2Category=FM Fusion, TS Encoder=Moirai-2, Text Encoder=BERT2026.05 | 58.8 | 0.751 | |
| ChronicleStage=Stage 1, Evaluation Protocol=LoRA, TS token repeat (r)=642026.05 | 58.4 | 0.763 | |
| PatchTST+BERTCategory=MM-TSFlib, TS Encoder=PatchTST, Text Encoder=BERT2026.05 | 57.8 | 0.719 | |
| TimesNet+GPT-2Category=MM-TSFlib, TS Encoder=TimesNet, Text Encoder=GPT-22026.05 | 57.7 | 0.754 | |
| DLinear+GPT-2Category=MM-TSFlib, TS Encoder=DLinear, Text Encoder=GPT-22026.05 | 56.4 | 0.724 | |
| GPT-2+Moirai-2Category=FM Fusion, TS Encoder=Moirai-2, Text Encoder=GPT-22026.05 | 54.2 | 0.739 | |
| PatchTST+GPT-2Category=MM-TSFlib, TS Encoder=PatchTST, Text Encoder=GPT-22026.05 | 53.9 | 0.707 | |
| BERT+TimesFMCategory=FM Fusion, TS Encoder=TimesFM, Text Encoder=BERT2026.05 | 49.8 | 0.659 | |
| GPT-2+TimesFMCategory=FM Fusion, TS Encoder=TimesFM, Text Encoder=GPT-22026.05 | 48 | 0.628 | |
| GPT-2+Chronos-2Category=FM Fusion, TS Encoder=Chronos-2, Text Encoder=GPT-22026.05 | 45.5 | 0.673 |