# Long-term forecasting on AZ (Aotizhongxin) (test) Source: [Long-term forecasting on AZ (Aotizhongxin) (test)]() Collection index: [llms.txt]() Data updated: 2026-04-01T09:04:39.958Z Evaluation of models performing Long-term forecasting on the test split of the AZ (Aotizhongxin) dataset, measured 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 | Long-term forecasting | | Dataset (including any stated split) | AZ (Aotizhongxin) (test) | | Metric | MSE | | Unit | SCALAR | | Direction | Lower is better | | Results loaded | 35 of 35 | | 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](): Lower is better; unit: SCALAR. - [MAE](): Lower is better; unit: SCALAR. ## Recorded results | Method | MSE | Result date | Report paper | | --- | --- | --- | --- | | Transformer | 0.456 | Not recorded | 69cca6ab0636e5bf4afcbce6 | | Pyraformer | 0.467 | Not recorded | 69cca6ab0636e5bf4afcbce6 | | Informer | 0.47 | Not recorded | 69cca6ab0636e5bf4afcbce6 | | ETSformer | 0.525 | Not recorded | 69cca6ab0636e5bf4afcbce6 | | GPT4AP | 0.53 | Not recorded | 69cca6ab0636e5bf4afcbce6 | | DLinear | 0.532 | Not recorded | 69cca6ab0636e5bf4afcbce6 | | Pyraformer | 0.548 | Not recorded | 69cca6ab0636e5bf4afcbce6 | | FiLM | 0.557 | Not recorded | 69cca6ab0636e5bf4afcbce6 | | Informer | 0.565 | Not recorded | 69cca6ab0636e5bf4afcbce6 | | Pyraformer | 0.565 | Not recorded | 69cca6ab0636e5bf4afcbce6 | | Informer | 0.574 | Not recorded | 69cca6ab0636e5bf4afcbce6 | | Transformer | 0.59 | Not recorded | 69cca6ab0636e5bf4afcbce6 | | Pyraformer | 0.594 | Not recorded | 69cca6ab0636e5bf4afcbce6 | | DLinear | 0.605 | Not recorded | 69cca6ab0636e5bf4afcbce6 | | Transformer | 0.607 | Not recorded | 69cca6ab0636e5bf4afcbce6 | | Transformer | 0.607 | Not recorded | 69cca6ab0636e5bf4afcbce6 | | ETSformer | 0.611 | Not recorded | 69cca6ab0636e5bf4afcbce6 | | GPT4AP | 0.613 | Not recorded | 69cca6ab0636e5bf4afcbce6 | | Informer | 0.615 | Not recorded | 69cca6ab0636e5bf4afcbce6 | | DLinear | 0.618 | Not recorded | 69cca6ab0636e5bf4afcbce6 | | ETSformer | 0.624 | Not recorded | 69cca6ab0636e5bf4afcbce6 | | GPT4AP | 0.632 | Not recorded | 69cca6ab0636e5bf4afcbce6 | | FiLM | 0.634 | Not recorded | 69cca6ab0636e5bf4afcbce6 | | Informer | 0.644 | Not recorded | 69cca6ab0636e5bf4afcbce6 | | DLinear | 0.649 | Not recorded | 69cca6ab0636e5bf4afcbce6 | | Pyraformer | 0.65 | Not recorded | 69cca6ab0636e5bf4afcbce6 | | FiLM | 0.651 | Not recorded | 69cca6ab0636e5bf4afcbce6 | | ETSformer | 0.656 | Not recorded | 69cca6ab0636e5bf4afcbce6 | | GPT4AP | 0.671 | Not recorded | 69cca6ab0636e5bf4afcbce6 | | DLinear | 0.684 | Not recorded | 69cca6ab0636e5bf4afcbce6 | | FiLM | 0.685 | Not recorded | 69cca6ab0636e5bf4afcbce6 | | Transformer | 0.688 | Not recorded | 69cca6ab0636e5bf4afcbce6 | | ETSformer | 0.705 | Not recorded | 69cca6ab0636e5bf4afcbce6 | | GPT4AP | 0.712 | Not recorded | 69cca6ab0636e5bf4afcbce6 | | FiLM | 0.726 | Not recorded | 69cca6ab0636e5bf4afcbce6 | ### Transformer MSE: 0.456. Result ID: 69ccdf9347f34ce924b6c28e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Horizon":"24"}. This record does not assert independent reproduction. ### Pyraformer MSE: 0.467. Result ID: 69ccdf9347f34ce924b6c28d. [Reporting paper]() Recorded evaluation configuration: {"Horizon":"24"}. This record does not assert independent reproduction. ### Informer MSE: 0.47. Result ID: 69ccdf9347f34ce924b6c28c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Horizon":"24"}. This record does not assert independent reproduction. ### ETSformer MSE: 0.525. Result ID: 69ccdf9347f34ce924b6c28a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Horizon":"24"}. This record does not assert independent reproduction. ### GPT4AP MSE: 0.53. Result ID: 69ccdf9347f34ce924b6c288. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Horizon":"24"}. This record does not assert independent reproduction. ### DLinear MSE: 0.532. Result ID: 69ccdf9347f34ce924b6c289. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Horizon":"24"}. This record does not assert independent reproduction. ### Pyraformer MSE: 0.548. Result ID: 69ccdf9347f34ce924b6c294. [Reporting paper]() Recorded evaluation configuration: {"Horizon":"36"}. This record does not assert independent reproduction. ### FiLM MSE: 0.557. Result ID: 69ccdf9347f34ce924b6c28b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Horizon":"24"}. This record does not assert independent reproduction. ### Informer MSE: 0.565. Result ID: 69ccdf9347f34ce924b6c293. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Horizon":"36"}. This record does not assert independent reproduction. ### Pyraformer MSE: 0.565. Result ID: 69ccdf9347f34ce924b6c2a9. [Reporting paper]() Recorded evaluation configuration: {"Horizon":"Avg"}. This record does not assert independent reproduction. ### Informer MSE: 0.574. Result ID: 69ccdf9347f34ce924b6c2a8. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Horizon":"Avg"}. This record does not assert independent reproduction. ### Transformer MSE: 0.59. Result ID: 69ccdf9347f34ce924b6c2aa. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Horizon":"Avg"}. This record does not assert independent reproduction. ### Pyraformer MSE: 0.594. Result ID: 69ccdf9347f34ce924b6c29b. [Reporting paper]() Recorded evaluation configuration: {"Horizon":"48"}. This record does not assert independent reproduction. ### DLinear MSE: 0.605. Result ID: 69ccdf9347f34ce924b6c290. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Horizon":"36"}. This record does not assert independent reproduction. ### Transformer MSE: 0.607. Result ID: 69ccdf9347f34ce924b6c295. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Horizon":"36"}. This record does not assert independent reproduction. ### Transformer MSE: 0.607. Result ID: 69ccdf9347f34ce924b6c29c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Horizon":"48"}. This record does not assert independent reproduction. ### ETSformer MSE: 0.611. Result ID: 69ccdf9347f34ce924b6c291. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Horizon":"36"}. This record does not assert independent reproduction. ### GPT4AP MSE: 0.613. Result ID: 69ccdf9347f34ce924b6c28f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Horizon":"36"}. This record does not assert independent reproduction. ### Informer MSE: 0.615. Result ID: 69ccdf9347f34ce924b6c29a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Horizon":"48"}. This record does not assert independent reproduction. ### DLinear MSE: 0.618. Result ID: 69ccdf9347f34ce924b6c2a5. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Horizon":"Avg"}. This record does not assert independent reproduction. ### ETSformer MSE: 0.624. Result ID: 69ccdf9347f34ce924b6c2a6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Horizon":"Avg"}. This record does not assert independent reproduction. ### GPT4AP MSE: 0.632. Result ID: 69ccdf9347f34ce924b6c2a4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Horizon":"Avg"}. This record does not assert independent reproduction. ### FiLM MSE: 0.634. Result ID: 69ccdf9347f34ce924b6c292. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Horizon":"36"}. This record does not assert independent reproduction. ### Informer MSE: 0.644. Result ID: 69ccdf9347f34ce924b6c2a1. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Horizon":"60"}. This record does not assert independent reproduction. ### DLinear MSE: 0.649. Result ID: 69ccdf9347f34ce924b6c297. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Horizon":"48"}. This record does not assert independent reproduction. ### Pyraformer MSE: 0.65. Result ID: 69ccdf9347f34ce924b6c2a2. [Reporting paper]() Recorded evaluation configuration: {"Horizon":"60"}. This record does not assert independent reproduction. ### FiLM MSE: 0.651. Result ID: 69ccdf9347f34ce924b6c2a7. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Horizon":"Avg"}. This record does not assert independent reproduction. ### ETSformer MSE: 0.656. Result ID: 69ccdf9347f34ce924b6c298. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Horizon":"48"}. This record does not assert independent reproduction. ### GPT4AP MSE: 0.671. Result ID: 69ccdf9347f34ce924b6c296. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Horizon":"48"}. This record does not assert independent reproduction. ### DLinear MSE: 0.684. Result ID: 69ccdf9347f34ce924b6c29e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Horizon":"60"}. This record does not assert independent reproduction. ### FiLM MSE: 0.685. Result ID: 69ccdf9347f34ce924b6c299. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Horizon":"48"}. This record does not assert independent reproduction. ### Transformer MSE: 0.688. Result ID: 69ccdf9347f34ce924b6c2a3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Horizon":"60"}. This record does not assert independent reproduction. ### ETSformer MSE: 0.705. Result ID: 69ccdf9347f34ce924b6c29f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Horizon":"60"}. This record does not assert independent reproduction. ### GPT4AP MSE: 0.712. Result ID: 69ccdf9347f34ce924b6c29d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Horizon":"60"}. This record does not assert independent reproduction. ### FiLM MSE: 0.726. Result ID: 69ccdf9347f34ce924b6c2a0. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Horizon":"60"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.