# Multimodal Time Series Forecasting on Economy Source: [Multimodal Time Series Forecasting on Economy]() Collection index: [llms.txt]() Data updated: 2026-05-12T10:56:53.604Z Evaluation of models performing Multimodal Time Series Forecasting on the Economy 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 | Multimodal Time Series Forecasting | | Dataset (including any stated split) | Economy | | Metric | MSE | | Unit | SCALAR | | Direction | Lower is better | | Results loaded | 19 of 19 | | 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 | | --- | --- | --- | --- | | TaTS | 0.01 | Not recorded | 68fa7a6c1e209131cea83198 | | PA-RNet | 0.01 | Not recorded | 68fa7a6c1e209131cea83198 | | PA-RNet | 0.035 | Not recorded | 68fa7a6c1e209131cea83198 | | Uni-modal | 0.077 | Not recorded | 68fa7a6c1e209131cea83198 | | MindTS | 0.172 | Not recorded | 69c21aa20636e5bf4afc4a19 | | TaTS | 0.196 | Not recorded | 69c21aa20636e5bf4afc4a19 | | Time-MMD | 0.199 | Not recorded | 69c21aa20636e5bf4afc4a19 | | MindTS | 0.211 | Not recorded | 69c21aa20636e5bf4afc4a19 | | TaTS | 0.214 | Not recorded | 69c21aa20636e5bf4afc4a19 | | MindTS | 0.215 | Not recorded | 69c21aa20636e5bf4afc4a19 | | MindTS | 0.215 | Not recorded | 69c21aa20636e5bf4afc4a19 | | TaTS | 0.215 | Not recorded | 69c21aa20636e5bf4afc4a19 | | Time-MMD | 0.216 | Not recorded | 69c21aa20636e5bf4afc4a19 | | Time-MMD | 0.219 | Not recorded | 69c21aa20636e5bf4afc4a19 | | TaTS | 0.223 | Not recorded | 69c21aa20636e5bf4afc4a19 | | Time-MMD | 0.224 | Not recorded | 69c21aa20636e5bf4afc4a19 | | Time-MMD | 0.239 | Not recorded | 69c21aa20636e5bf4afc4a19 | | TaTS | 0.239 | Not recorded | 69c21aa20636e5bf4afc4a19 | | MindTS | 0.242 | Not recorded | 69c21aa20636e5bf4afc4a19 | ### TaTS MSE: 0.01. Result ID: 6a03076947f34ce924e6a6f5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"FiLM"}. This record does not assert independent reproduction. ### PA-RNet MSE: 0.01. Result ID: 6a03076947f34ce924e6a6f6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"FiLM"}. This record does not assert independent reproduction. ### PA-RNet MSE: 0.035. Result ID: 6a03076947f34ce924e6a6f4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"FEDformer"}. This record does not assert independent reproduction. ### Uni-modal MSE: 0.077. Result ID: 6a03076947f34ce924e6a6f3. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"FEDformer"}. This record does not assert independent reproduction. ### MindTS MSE: 0.172. Result ID: 69c2b32e47f34ce924abec96. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Forecasting Horizon (F)":"6"}. This record does not assert independent reproduction. ### TaTS MSE: 0.196. Result ID: 69c2b32e47f34ce924abeca0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Forecasting Horizon (F)":"6"}. This record does not assert independent reproduction. ### Time-MMD MSE: 0.199. Result ID: 69c2b32e47f34ce924abec9b. [Reporting paper]() Recorded evaluation configuration: {"Forecasting Horizon (F)":"6"}. This record does not assert independent reproduction. ### MindTS MSE: 0.211. Result ID: 69c2b32e47f34ce924abec9a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Forecasting Horizon (F)":"AVG"}. This record does not assert independent reproduction. ### TaTS MSE: 0.214. Result ID: 69c2b32e47f34ce924abeca1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Forecasting Horizon (F)":"8"}. This record does not assert independent reproduction. ### MindTS MSE: 0.215. Result ID: 69c2b32e47f34ce924abec97. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Forecasting Horizon (F)":"8"}. This record does not assert independent reproduction. ### MindTS MSE: 0.215. Result ID: 69c2b32e47f34ce924abec98. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Forecasting Horizon (F)":"10"}. This record does not assert independent reproduction. ### TaTS MSE: 0.215. Result ID: 69c2b32e47f34ce924abeca4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Forecasting Horizon (F)":"AVG"}. This record does not assert independent reproduction. ### Time-MMD MSE: 0.216. Result ID: 69c2b32e47f34ce924abec9c. [Reporting paper]() Recorded evaluation configuration: {"Forecasting Horizon (F)":"8"}. This record does not assert independent reproduction. ### Time-MMD MSE: 0.219. Result ID: 69c2b32e47f34ce924abec9f. [Reporting paper]() Recorded evaluation configuration: {"Forecasting Horizon (F)":"AVG"}. This record does not assert independent reproduction. ### TaTS MSE: 0.223. Result ID: 69c2b32e47f34ce924abeca2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Forecasting Horizon (F)":"10"}. This record does not assert independent reproduction. ### Time-MMD MSE: 0.224. Result ID: 69c2b32e47f34ce924abec9d. [Reporting paper]() Recorded evaluation configuration: {"Forecasting Horizon (F)":"10"}. This record does not assert independent reproduction. ### Time-MMD MSE: 0.239. Result ID: 69c2b32e47f34ce924abec9e. [Reporting paper]() Recorded evaluation configuration: {"Forecasting Horizon (F)":"12"}. This record does not assert independent reproduction. ### TaTS MSE: 0.239. Result ID: 69c2b32e47f34ce924abeca3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Forecasting Horizon (F)":"12"}. This record does not assert independent reproduction. ### MindTS MSE: 0.242. Result ID: 69c2b32e47f34ce924abec99. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Forecasting Horizon (F)":"12"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.