Forecasting on El Niño SST benchmark leaderboard · SOTA2 Research

Forecasting on El Niño SST

0.79SMAPESyNF-Div-Reg

Evaluation Results

Method	Links
SyNF-Div-Reg2026.03		0.79	0.26	0.2	6.3
LightGBM2026.03		0.82	0.28	0.21	6.55
NBeats2026.03		0.83	0.29	0.21	6.61
SyNF2026.03		0.83	0.27	0.22	6.66
SyNF-Div2026.03		0.84	0.27	0.22	6.7
SyTF-Div-Exp2026.03		0.85	0.27	0.22	6.79
NHiTS2026.03		0.86	0.3	0.22	6.87
SyTF2026.03		0.86	0.27	0.22	6.88
RandomForest2026.03		0.87	0.3	0.22	6.94
XGBoost2026.03		0.92	0.31	0.24	7.29
NLinear2026.03		1.03	0.34	0.27	8.29
TiDE2026.03		1.19	0.37	0.32	9.59
SyNF-Reg2026.03		1.41	0.44	0.37	11.37
Transformer2026.03		4.36	1.38	1.15	35.12
LSTM2026.03		5.23	1.62	1.4	42.41