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ResearchFormerly WizWand

Multimodal Classification on TimeCAP Weather, Finance, and Healthcare (average)

61.3Macro-F1Chronicle
44.86849.13453.457.666May 18, 2026
Updated 5mo ago

Evaluation results

MethodLinks
ChronicleStage=Stage 2, Evaluation Protocol=LoRA, TS token repeat (r)=642026.0561.30.757
ChronicleStage=Stage 1, Evaluation Protocol=LP, TS token repeat (r)=642026.0560.80.745
ChronicleStage=Stage 2, Evaluation Protocol=LP, TS token repeat (r)=642026.0560.50.75
ChronicleStage=Stage 1, Evaluation Protocol=LoRA, TS token repeat (r)=12026.0560.10.739
ChronicleStage=Stage 2, Evaluation Protocol=LoRA, TS token repeat (r)=12026.0559.50.731
ChronicleStage=Stage 2, Evaluation Protocol=LP, TS token repeat (r)=12026.0559.40.731
ChronicleStage=Stage 1, Evaluation Protocol=LP, TS token repeat (r)=12026.0559.30.733
BERT+Chronos-2Category=FM Fusion, TS Encoder=Chronos-2, Text Encoder=BERT2026.05590.726
TimesNet+BERTCategory=MM-TSFlib, TS Encoder=TimesNet, Text Encoder=BERT2026.0558.90.75
DLinear+BERTCategory=MM-TSFlib, TS Encoder=DLinear, Text Encoder=BERT2026.0558.80.739
BERT+Moirai-2Category=FM Fusion, TS Encoder=Moirai-2, Text Encoder=BERT2026.0558.80.751
ChronicleStage=Stage 1, Evaluation Protocol=LoRA, TS token repeat (r)=642026.0558.40.763
PatchTST+BERTCategory=MM-TSFlib, TS Encoder=PatchTST, Text Encoder=BERT2026.0557.80.719
TimesNet+GPT-2Category=MM-TSFlib, TS Encoder=TimesNet, Text Encoder=GPT-22026.0557.70.754
DLinear+GPT-2Category=MM-TSFlib, TS Encoder=DLinear, Text Encoder=GPT-22026.0556.40.724
GPT-2+Moirai-2Category=FM Fusion, TS Encoder=Moirai-2, Text Encoder=GPT-22026.0554.20.739
PatchTST+GPT-2Category=MM-TSFlib, TS Encoder=PatchTST, Text Encoder=GPT-22026.0553.90.707
BERT+TimesFMCategory=FM Fusion, TS Encoder=TimesFM, Text Encoder=BERT2026.0549.80.659
GPT-2+TimesFMCategory=FM Fusion, TS Encoder=TimesFM, Text Encoder=GPT-22026.05480.628
GPT-2+Chronos-2Category=FM Fusion, TS Encoder=Chronos-2, Text Encoder=GPT-22026.0545.50.673