Lithology Classification on FORCE benchmark leaderboard · SOTA2 Research

Lithology Classification on FORCE

53.12PrecisionGeoDecider

Evaluation Results

Method	Links
GeoDecider2026.05		53.12	51.98	52.54
InstructTime2026.05		51.25	43.76	44.48
MiniRocket2026.05		48.56	47.12	47.83
XGBoost2026.05		46.91	41.83	45.73
GPT4TS2026.05		46.88	46.15	46.51
InceptionTime2026.05		45.12	43.89	44.5
MLP2026.05		44.54	45.92	50.68
UniTS2026.05		44.12	42.55	43.32
GeoMind2026.04		43.79	39.46	36.78
MOMENT2026.05		43.56	49.88	42.7
XGBoost2026.04		43.29	37.18	36.12
GBDT2026.05		42.04	41.26	44.45
LSTMFCN2026.05		41.55	34.66	40.46
TableTime2026.05		39.56	36.88	39.12
InceptionTime2026.04		39.31	40.54	36.14
GPT4TS2026.04		38.51	37.84	34.53
nn-DTW2026.05		38.45	34.12	36.16
MOMENT2026.04		34.78	34.48	34.38
MiniRocket2026.04		32.21	30.14	28.76
nn-DTW2026.04		32.13	32	29.05
LSTMFCN2026.04		30.3	34.41	29.07
InstructTime2026.04		28.15	32.79	29.94
TableTime2026.04		27.94	33.47	30.17
MLP2026.04		26.47	30.74	27.69
GBDT2026.04		22.93	27.12	25.01