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Benchmarks
Traffic Prediction on Trentino CALL-OUT
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0.2322
MAE
U-STS-LLM
-0.065992
1.946804
3.9596
5.972396
May 12, 2026
MAE
RMSE
Updated 21d ago
Evaluation Results
Method
Method
Links
MAE
RMSE
U-STS-LLM
mode=zero-shot
2026.05
0.2322
0.5803
ConvLSTM
mode=zero-shot
2026.05
0.4521
1.0437
STGCN
mode=zero-shot
2026.05
0.4961
0.8735
LSTM
mode=zero-shot
2026.05
0.519
1.0963
DLinear
mode=zero-shot
2026.05
0.5744
1.0531
GATGPT
mode=zero-shot
2026.05
0.5979
1.093
GPT4ST
mode=zero-shot
2026.05
0.9292
1.4631
GCNGPT
mode=zero-shot
2026.05
1.4489
2.2392
ST-LLM
mode=zero-shot
2026.05
1.6524
3.0522
ST-LLM+
mode=zero-shot
2026.05
1.9627
3.6038
Timesnet
mode=zero-shot
2026.05
7.687
14.2317
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