# Multimodal Event Forecasting on GDELT IMG-TXT Source: [Multimodal Event Forecasting on GDELT IMG-TXT]() Collection index: [llms.txt]() Data updated: 2026-03-27T12:20:32.768Z Evaluation of Multimodal Event Forecasting performance on the GDELT IMG-TXT dataset, measured using MRR, H@1, and H@10. 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 Event Forecasting | | Dataset (including any stated split) | GDELT IMG-TXT | | Metric | MRR | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 34 of 34 | | 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 - [MRR](): Higher is better; unit: PERCENT. - [H@1](): Higher is better; unit: PERCENT. - [H@10](): Higher is better; unit: PERCENT. ## Recorded results | Method | MRR | Result date | Report paper | | --- | --- | --- | --- | | DyMRL | 79.34 | Not recorded | 69c60f140636e5bf4afc8546 | | DyMRL | 75.83 | Not recorded | 69c60f140636e5bf4afc8546 | | ReTIN | 71.98 | Not recorded | 69c60f140636e5bf4afc8546 | | ReTIN | 67.56 | Not recorded | 69c60f140636e5bf4afc8546 | | LogCL | 57.04 | Not recorded | 69c60f140636e5bf4afc8546 | | RETIA | 53.62 | Not recorded | 69c60f140636e5bf4afc8546 | | CognTKE | 53.13 | Not recorded | 69c60f140636e5bf4afc8546 | | RPC | 51.14 | Not recorded | 69c60f140636e5bf4afc8546 | | ANEL | 50.59 | Not recorded | 69c60f140636e5bf4afc8546 | | TempValid | 50.31 | Not recorded | 69c60f140636e5bf4afc8546 | | TiRGN | 50.04 | Not recorded | 69c60f140636e5bf4afc8546 | | RE-GCN | 48.03 | Not recorded | 69c60f140636e5bf4afc8546 | | DySarl | 47.28 | Not recorded | 69c60f140636e5bf4afc8546 | | xERTE | 46.62 | Not recorded | 69c60f140636e5bf4afc8546 | | CENET | 41.95 | Not recorded | 69c60f140636e5bf4afc8546 | | IMF | 34.78 | Not recorded | 69c60f140636e5bf4afc8546 | | OTKGE | 31.36 | Not recorded | 69c60f140636e5bf4afc8546 | | DySarl | 30.81 | Not recorded | 69c60f140636e5bf4afc8546 | | MoSE | 29.71 | Not recorded | 69c60f140636e5bf4afc8546 | | TransAE | 26.79 | Not recorded | 69c60f140636e5bf4afc8546 | | LogCL | 23.75 | Not recorded | 69c60f140636e5bf4afc8546 | | RPC | 22.41 | Not recorded | 69c60f140636e5bf4afc8546 | | ANEL | 22.06 | Not recorded | 69c60f140636e5bf4afc8546 | | TempValid | 21.88 | Not recorded | 69c60f140636e5bf4afc8546 | | TiRGN | 21.67 | Not recorded | 69c60f140636e5bf4afc8546 | | RETIA | 20.29 | Not recorded | 69c60f140636e5bf4afc8546 | | CENET | 20.23 | Not recorded | 69c60f140636e5bf4afc8546 | | CognTKE | 20.15 | Not recorded | 69c60f140636e5bf4afc8546 | | RE-GCN | 19.64 | Not recorded | 69c60f140636e5bf4afc8546 | | xERTE | 18.09 | Not recorded | 69c60f140636e5bf4afc8546 | | IMF | 17.97 | Not recorded | 69c60f140636e5bf4afc8546 | | OTKGE | 17.01 | Not recorded | 69c60f140636e5bf4afc8546 | | MoSE | 16.76 | Not recorded | 69c60f140636e5bf4afc8546 | | TransAE | 13.31 | Not recorded | 69c60f140636e5bf4afc8546 | ### DyMRL MRR: 79.34. Result ID: 69c675ff47f34ce924b03906. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DyMRL MRR: 75.83. Result ID: 69c675ff47f34ce924b03928. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ReTIN MRR: 71.98. Result ID: 69c675ff47f34ce924b03923. [Reporting paper]() Recorded evaluation configuration: {"Model Category":"Dynamic unimodal"}. This record does not assert independent reproduction. ### ReTIN MRR: 67.56. Result ID: 69c675ff47f34ce924b03901. [Reporting paper]() Recorded evaluation configuration: {"Model Category":"Dynamic unimodal"}. This record does not assert independent reproduction. ### LogCL MRR: 57.04. Result ID: 69c675ff47f34ce924b03924. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Category":"Dynamic unimodal"}. This record does not assert independent reproduction. ### RETIA MRR: 53.62. Result ID: 69c675ff47f34ce924b03920. [Reporting paper]() Recorded evaluation configuration: {"Model Category":"Dynamic unimodal"}. This record does not assert independent reproduction. ### CognTKE MRR: 53.13. Result ID: 69c675ff47f34ce924b03926. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Category":"Dynamic unimodal"}. This record does not assert independent reproduction. ### RPC MRR: 51.14. Result ID: 69c675ff47f34ce924b03922. [Reporting paper]() Recorded evaluation configuration: {"Model Category":"Dynamic unimodal"}. This record does not assert independent reproduction. ### ANEL MRR: 50.59. Result ID: 69c675ff47f34ce924b03927. [Reporting paper]() Recorded evaluation configuration: {"Model Category":"Dynamic unimodal"}. This record does not assert independent reproduction. ### TempValid MRR: 50.31. Result ID: 69c675ff47f34ce924b03925. [Reporting paper]() Recorded evaluation configuration: {"Model Category":"Dynamic unimodal"}. This record does not assert independent reproduction. ### TiRGN MRR: 50.04. Result ID: 69c675ff47f34ce924b0391f. [Reporting paper]() Recorded evaluation configuration: {"Model Category":"Dynamic unimodal"}. This record does not assert independent reproduction. ### RE-GCN MRR: 48.03. Result ID: 69c675ff47f34ce924b0391e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Category":"Dynamic unimodal"}. This record does not assert independent reproduction. ### DySarl MRR: 47.28. Result ID: 69c675ff47f34ce924b0391c. [Reporting paper]() Recorded evaluation configuration: {"Model Category":"Static multimodal"}. This record does not assert independent reproduction. ### xERTE MRR: 46.62. Result ID: 69c675ff47f34ce924b0391d. [Reporting paper]() Recorded evaluation configuration: {"Model Category":"Dynamic unimodal"}. This record does not assert independent reproduction. ### CENET MRR: 41.95. Result ID: 69c675ff47f34ce924b03921. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Category":"Dynamic unimodal"}. This record does not assert independent reproduction. ### IMF MRR: 34.78. Result ID: 69c675ff47f34ce924b0391b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Category":"Static multimodal"}. This record does not assert independent reproduction. ### OTKGE MRR: 31.36. Result ID: 69c675ff47f34ce924b0391a. [Reporting paper]() Recorded evaluation configuration: {"Model Category":"Static multimodal"}. This record does not assert independent reproduction. ### DySarl MRR: 30.81. Result ID: 69c675ff47f34ce924b038fa. [Reporting paper]() Recorded evaluation configuration: {"Model Category":"Static multimodal"}. This record does not assert independent reproduction. ### MoSE MRR: 29.71. Result ID: 69c675ff47f34ce924b03919. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Category":"Static multimodal"}. This record does not assert independent reproduction. ### TransAE MRR: 26.79. Result ID: 69c675ff47f34ce924b03918. [Reporting paper]() Recorded evaluation configuration: {"Model Category":"Static multimodal"}. This record does not assert independent reproduction. ### LogCL MRR: 23.75. Result ID: 69c675ff47f34ce924b03902. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Category":"Dynamic unimodal"}. This record does not assert independent reproduction. ### RPC MRR: 22.41. Result ID: 69c675ff47f34ce924b03900. [Reporting paper]() Recorded evaluation configuration: {"Model Category":"Dynamic unimodal"}. This record does not assert independent reproduction. ### ANEL MRR: 22.06. Result ID: 69c675ff47f34ce924b03905. [Reporting paper]() Recorded evaluation configuration: {"Model Category":"Dynamic unimodal"}. This record does not assert independent reproduction. ### TempValid MRR: 21.88. Result ID: 69c675ff47f34ce924b03903. [Reporting paper]() Recorded evaluation configuration: {"Model Category":"Dynamic unimodal"}. This record does not assert independent reproduction. ### TiRGN MRR: 21.67. Result ID: 69c675ff47f34ce924b038fd. [Reporting paper]() Recorded evaluation configuration: {"Model Category":"Dynamic unimodal"}. This record does not assert independent reproduction. ### RETIA MRR: 20.29. Result ID: 69c675ff47f34ce924b038fe. [Reporting paper]() Recorded evaluation configuration: {"Model Category":"Dynamic unimodal"}. This record does not assert independent reproduction. ### CENET MRR: 20.23. Result ID: 69c675ff47f34ce924b038ff. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Category":"Dynamic unimodal"}. This record does not assert independent reproduction. ### CognTKE MRR: 20.15. Result ID: 69c675ff47f34ce924b03904. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Category":"Dynamic unimodal"}. This record does not assert independent reproduction. ### RE-GCN MRR: 19.64. Result ID: 69c675ff47f34ce924b038fc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Category":"Dynamic unimodal"}. This record does not assert independent reproduction. ### xERTE MRR: 18.09. Result ID: 69c675ff47f34ce924b038fb. [Reporting paper]() Recorded evaluation configuration: {"Model Category":"Dynamic unimodal"}. This record does not assert independent reproduction. ### IMF MRR: 17.97. Result ID: 69c675ff47f34ce924b038f9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Category":"Static multimodal"}. This record does not assert independent reproduction. ### OTKGE MRR: 17.01. Result ID: 69c675ff47f34ce924b038f8. [Reporting paper]() Recorded evaluation configuration: {"Model Category":"Static multimodal"}. This record does not assert independent reproduction. ### MoSE MRR: 16.76. Result ID: 69c675ff47f34ce924b038f7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Category":"Static multimodal"}. This record does not assert independent reproduction. ### TransAE MRR: 13.31. Result ID: 69c675ff47f34ce924b038f6. [Reporting paper]() Recorded evaluation configuration: {"Model Category":"Static multimodal"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.