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Papers Benchmarks Datasets Tasks

Weather dataset and benchmarks – Page 9 · SOTA2 Research

Research Datasets

Weather

Benchmarks

Task NameDataset NameSOTA MethodSort

Task NameDataset NameSOTA ResultTrendResults

Time-series Forecasting

Weather

30.48Avg Relative MSE Improvement

3

Long-term Time Series Forecasting

Weather

7.7NMAE

3

Weather forecasting

Weather 720 horizon

0.334MSE

3

Weather forecasting

Weather 336 horizon

0.241MSE

3

Weather forecasting

Weather 192 horizon

0.211MSE

3

Weather forecasting

Weather 96 horizon

0.159MSE

3

Time Series Forecasting

Weather Full data

0.229MSE

3

Multivariate Time Series Forecasting

Weather FL=720

0.316MSE

3

Multivariate Time Series Forecasting

Weather FL=336

0.243MSE

3

Data-to-Text Generation

FewShotWeather 1-shot-250 (Unseen)

2.53Grammaticality

3

Data-to-Text Generation

FewShotWeather 1-shot-250 (Seen)

2.66Grammaticality

3

Inventory Control

Weather

20.063Reward

2

Time-series forecasting

WEATHER

21TQS Wins Count

2

Full-shot Forecasting

Weather (test)

0.221MSE

2

Time-series Forecasting

Weather New forecasting horizons

0.335MSE

2

Model Fingerprinting

Weather

97.1AUC

2

Time series forecasting

Weather

-22.5MSE

2

Long-term Time Series Forecasting

Weather conventional (test)

0.226CMSE

2

Univariate Time Series Forecasting

Weather (test)

0.002MSE

2

Token Efficiency

Weather Stations

1,911JSON Compact Size

1

Probabilistic Time Series Forecasting

Weather (test)

0.076CRPS

1

Time Series Forecasting

Weather

—Primary metric

0

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Popular tasks

Time Series Forecasting Multivariate Time-series Forecasting Long-term forecasting Long-term time-series forecasting Multivariate long-term forecasting

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