# Electricity Price Forecasting on Shanxi China 12-month summary Real-time

Source: [Electricity Price Forecasting on Shanxi China 12-month summary Real-time](<https://www.sota2.com/research/sota/electricity-price-forecasting-on-shanxi-china-12-month-summary-real-time>)

Collection index: [llms.txt](<https://www.sota2.com/research/llms.txt>)

Data updated: 2026-03-10T08:00:31.742Z

Evaluation of models performing Electricity Price Forecasting on the Shanxi China 12-month summary Real-time dataset, assessed using MSE and MAE.

A research result applies to its stated dataset, split, metric and evaluation configuration. Compare like-for-like settings, preserve the metric's unit and direction, and distinguish paper-reported results from independent reproduction. The best result recorded here is not a claim of exhaustive, current global coverage.

| Scope | Recorded value |
| --- | --- |
| Task | Electricity Price Forecasting |
| Dataset (including any stated split) | Shanxi China 12-month summary Real-time |
| Metric | MSE (Val) |
| Unit | SCALAR |
| Direction | Lower is better |
| Results loaded | 15 of 15 |
| Coverage | All results currently returned for this benchmark |

Evaluation settings may differ between results. The original papers and recorded configurations are needed to establish comparability. A shared metric name alone does not establish an identical protocol.

## Metrics

- [MSE (Val)](<https://www.sota2.com/research/sota/electricity-price-forecasting-on-shanxi-china-12-month-summary-real-time.md?metric=MSE%20(Val)>): Lower is better; unit: SCALAR.

- [MSE Change vs LGBM](<https://www.sota2.com/research/sota/electricity-price-forecasting-on-shanxi-china-12-month-summary-real-time.md?metric=MSE%20Change%20vs%20LGBM>): Lower is better; unit: SCALAR.

- [MSE Change vs ZS](<https://www.sota2.com/research/sota/electricity-price-forecasting-on-shanxi-china-12-month-summary-real-time.md?metric=MSE%20Change%20vs%20ZS>): Lower is better; unit: SCALAR.

- [MAE (Val)](<https://www.sota2.com/research/sota/electricity-price-forecasting-on-shanxi-china-12-month-summary-real-time.md?metric=MAE%20(Val)>): Lower is better; unit: SCALAR.

- [MAE Change vs LGBM](<https://www.sota2.com/research/sota/electricity-price-forecasting-on-shanxi-china-12-month-summary-real-time.md?metric=MAE%20Change%20vs%20LGBM>): Lower is better; unit: SCALAR.

- [MAE Change vs ZS](<https://www.sota2.com/research/sota/electricity-price-forecasting-on-shanxi-china-12-month-summary-real-time.md?metric=MAE%20Change%20vs%20ZS>): Lower is better; unit: SCALAR.

## Recorded results

| Method | MSE (Val) | Result date | Report paper |
| --- | --- | --- | --- |
| TimerXL | 44522.21 | Not recorded | 69afa5802d603e6de3e43a22 |
| Sundial | 45415.52 | Not recorded | 69afa5802d603e6de3e43a22 |
| Moirai2 | 45987.65 | Not recorded | 69afa5802d603e6de3e43a22 |
| Chronos2 | 46683.65 | Not recorded | 69afa5802d603e6de3e43a22 |
| Chronos2 | 46697.19 | Not recorded | 69afa5802d603e6de3e43a22 |
| TimesFM | 46778.28 | Not recorded | 69afa5802d603e6de3e43a22 |
| TiRex | 46944.86 | Not recorded | 69afa5802d603e6de3e43a22 |
| LGBM | 49182.67 | Not recorded | 69afa5802d603e6de3e43a22 |
| Chronos2 | 64820.38 | Not recorded | 69afa5802d603e6de3e43a22 |
| Sundial | 72219.22 | Not recorded | 69afa5802d603e6de3e43a22 |
| Chronos2 | 72517.75 | Not recorded | 69afa5802d603e6de3e43a22 |
| TiRex | 79122.98 | Not recorded | 69afa5802d603e6de3e43a22 |
| Moirai2 | 79852.29 | Not recorded | 69afa5802d603e6de3e43a22 |
| TimesFM | 81627.66 | Not recorded | 69afa5802d603e6de3e43a22 |
| TimerXL | 86353.72 | Not recorded | 69afa5802d603e6de3e43a22 |

### TimerXL

MSE (Val): 44522.21. Result ID: 69afcf4c6dbb7075b957f3c1.

[Reporting paper](<https://www.sota2.com/research/paper/69afa5802d603e6de3e43a22.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69afa5802d603e6de3e43a22.md>)

Recorded evaluation configuration: {"FutureBoosting":"true"}. This record does not assert independent reproduction.

### Sundial

MSE (Val): 45415.52. Result ID: 69afcf4c6dbb7075b957f3c3.

[Reporting paper](<https://www.sota2.com/research/paper/69afa5802d603e6de3e43a22.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69afa5802d603e6de3e43a22.md>)

Recorded evaluation configuration: {"FutureBoosting":"true"}. This record does not assert independent reproduction.

### Moirai2

MSE (Val): 45987.65. Result ID: 69afcf4c6dbb7075b957f3cb.

[Reporting paper](<https://www.sota2.com/research/paper/69afa5802d603e6de3e43a22.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69afa5802d603e6de3e43a22.md>)

Recorded evaluation configuration: {"FutureBoosting":"true"}. This record does not assert independent reproduction.

### Chronos2

MSE (Val): 46683.65. Result ID: 69afcf4c6dbb7075b957f3c7.

[Reporting paper](<https://www.sota2.com/research/paper/69afa5802d603e6de3e43a22.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69afa5802d603e6de3e43a22.md>)

Recorded evaluation configuration: {"variant":"future","FutureBoosting":"true"}. This record does not assert independent reproduction.

### Chronos2

MSE (Val): 46697.19. Result ID: 69afcf4c6dbb7075b957f3c5.

[Reporting paper](<https://www.sota2.com/research/paper/69afa5802d603e6de3e43a22.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69afa5802d603e6de3e43a22.md>)

Recorded evaluation configuration: {"variant":"mv","FutureBoosting":"true"}. This record does not assert independent reproduction.

### TimesFM

MSE (Val): 46778.28. Result ID: 69afcf4c6dbb7075b957f3c9.

[Reporting paper](<https://www.sota2.com/research/paper/69afa5802d603e6de3e43a22.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69afa5802d603e6de3e43a22.md>)

Recorded evaluation configuration: {"FutureBoosting":"true"}. This record does not assert independent reproduction.

### TiRex

MSE (Val): 46944.86. Result ID: 69afcf4c6dbb7075b957f3cd.

[Reporting paper](<https://www.sota2.com/research/paper/69afa5802d603e6de3e43a22.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69afa5802d603e6de3e43a22.md>)

Recorded evaluation configuration: {"FutureBoosting":"true"}. This record does not assert independent reproduction.

### LGBM

MSE (Val): 49182.67. Result ID: 69afcf4c6dbb7075b957f3bf.

[Reporting paper](<https://www.sota2.com/research/paper/69afa5802d603e6de3e43a22.md>)

Recorded evaluation configuration: {"config":"ic27"}. This record does not assert independent reproduction.

### Chronos2

MSE (Val): 64820.38. Result ID: 69afcf4c6dbb7075b957f3c6.

[Reporting paper](<https://www.sota2.com/research/paper/69afa5802d603e6de3e43a22.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69afa5802d603e6de3e43a22.md>)

Recorded evaluation configuration: {"variant":"future","FutureBoosting":"false"}. This record does not assert independent reproduction.

### Sundial

MSE (Val): 72219.22. Result ID: 69afcf4c6dbb7075b957f3c2.

[Reporting paper](<https://www.sota2.com/research/paper/69afa5802d603e6de3e43a22.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69afa5802d603e6de3e43a22.md>)

Recorded evaluation configuration: {"FutureBoosting":"false"}. This record does not assert independent reproduction.

### Chronos2

MSE (Val): 72517.75. Result ID: 69afcf4c6dbb7075b957f3c4.

[Reporting paper](<https://www.sota2.com/research/paper/69afa5802d603e6de3e43a22.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69afa5802d603e6de3e43a22.md>)

Recorded evaluation configuration: {"variant":"mv","FutureBoosting":"false"}. This record does not assert independent reproduction.

### TiRex

MSE (Val): 79122.98. Result ID: 69afcf4c6dbb7075b957f3cc.

[Reporting paper](<https://www.sota2.com/research/paper/69afa5802d603e6de3e43a22.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69afa5802d603e6de3e43a22.md>)

Recorded evaluation configuration: {"FutureBoosting":"false"}. This record does not assert independent reproduction.

### Moirai2

MSE (Val): 79852.29. Result ID: 69afcf4c6dbb7075b957f3ca.

[Reporting paper](<https://www.sota2.com/research/paper/69afa5802d603e6de3e43a22.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69afa5802d603e6de3e43a22.md>)

Recorded evaluation configuration: {"FutureBoosting":"false"}. This record does not assert independent reproduction.

### TimesFM

MSE (Val): 81627.66. Result ID: 69afcf4c6dbb7075b957f3c8.

[Reporting paper](<https://www.sota2.com/research/paper/69afa5802d603e6de3e43a22.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69afa5802d603e6de3e43a22.md>)

Recorded evaluation configuration: {"FutureBoosting":"false"}. This record does not assert independent reproduction.

### TimerXL

MSE (Val): 86353.72. Result ID: 69afcf4c6dbb7075b957f3c0.

[Reporting paper](<https://www.sota2.com/research/paper/69afa5802d603e6de3e43a22.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69afa5802d603e6de3e43a22.md>)

Recorded evaluation configuration: {"FutureBoosting":"false"}. This record does not assert independent reproduction.

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