Lithology Classification on GeoLink benchmark leaderboard · SOTA2 Research

Lithology Classification on GeoLink

45.12PrecisionMLP

Evaluation Results

Method	Links
MLP2026.05		45.12	44.89	45.01
GeoDecider2026.05		44.25	47.5	45.82
GeoMind2026.04		43.98	42.69	42.45
GPT4TS2026.04		42.91	41.61	41.3
MiniRocket2026.05		42.89	42.15	42.52
GBDT2026.04		42.51	40.29	41.22
GPT4TS2026.05		41.88	41.56	41.72
InceptionTime2026.04		41.7	41.25	41.16
InceptionTime2026.05		41.56	40.12	40.83
InstructTime2026.05		41.45	40.21	40.82
UniTS2026.05		41.22	40.56	44.92
GBDT2026.05		41.16	40.72	41.49
XGBoost2026.05		41.06	41.15	43.47
LSTMFCN2026.05		40.56	39.12	39.83
MOMENT2026.05		40.11	45.88	39.61
MiniRocket2026.04		39.48	40.95	40.27
MLP2026.04		38.94	41.41	40.54
XGBoost2026.04		38.25	36.23	36.44
TableTime2026.05		38.22	37.15	37.68
nn-DTW2026.05		37.89	35.67	36.75
LSTMFCN2026.04		37.29	37.64	37.05
MOMENT2026.04		37.15	40.78	38.5
InstructTime2026.04		36.47	39.72	37.68
TableTime2026.04		33.82	39.16	35.91
nn-DTW2026.04		33.42	38.47	34.79