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M4

Benchmarks

Task NameDataset NameSOTA ResultTrend
Short-term forecastingM4 Quarterly
MASE0.062
67
Short-term forecastingM4 Yearly
MASE0.091
63
Short-term forecastingM4 Monthly
SMAPE12.025
61
Short-term forecastingM4 (Others)
SMAPE3.789
51
Short-term forecastingM4 (test)
SMAPE11.701
35
Machine-Generated Text DetectionM4
TP @ 20%87.28
32
Short-term time series forecastingM4 weighted average from all datasets (test)
sMAPE11.829
30
Short-term forecastingM4 Weighted Average
SMAPE11.618
16
Multi-contrast MRI ReconstructionM4raw
PSNR (dB)32.01
16
Short-term forecastingM4
SMAPE11.829
13
ForecastingM4
CRPS0.036
13
Time Series Forecastingm4 Chronos Benchmark II (yearly)
WQL0.091
12
Time Series Forecastingm4 Chronos Benchmark II (quarterly)
WQL0.062
12
Short-term time series forecastingM4 Average
SMAPE11.754
12
Time-series ForecastingM4 (test)
CRPS0.03
12
Time Series ForecastingM4 Others
sMAPE6.245
10
Univariate Time Series ForecastingM4
SMAPE11.863
10
Detection of LLM-generated textM4 extension Generation: Polish 4o-mini, Regeneration: Para 4o-mini
ROC AUC @ 1% FPR0.1329
8
Detection of LLM-generated textM4 extension Generation Revise 4.1 Regeneration Para 4o-mini
ROC AUC @ 1% FPR25.26
8
Detection of LLM-generated textM4 extension Generation: Revise 4o-mini, Regeneration: Para 4o-mini
ROC AUC @ 1% FPR0.4137
8
Detection of LLM-generated textM4 extension Generation: Para Phi, Regeneration: Para 4o-mini
ROC AUC @ 1% FPR0.2834
8
Detection of LLM-generated textM4 extension (Generation: Para Grok, Regeneration: Para 4o-mini)
ROC AUC @ 1% FPR0.2848
8
Detection of LLM-generated textM4 extension Generation Para DeepSeek Regeneration Para 4o-mini
ROC AUC @ 1% FPR0.2906
8
Detection of LLM-generated textM4 extension Generation: Para 4.1, Regeneration: Para 4o-mini
ROC AUC (1% FPR)0.8542
8
Detection of LLM-generated textM4 extension Generation: Para 4o-mini, Regeneration: Para 4o-mini
ROC AUC @ 1% FPR0.4231
8
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