# Multimodal Event Forecasting on ICE IMG-TXT 14 Source: [Multimodal Event Forecasting on ICE IMG-TXT 14]() Collection index: [llms.txt]() Data updated: 2026-03-27T12:20:32.804Z Evaluation of models performing Multimodal Event Forecasting on the ICE IMG-TXT 14 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) | ICE IMG-TXT 14 | | Metric | MRR | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 17 of 17 | | 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 | 62.84 | Not recorded | 69c60f140636e5bf4afc8546 | | ReTIN | 52.43 | Not recorded | 69c60f140636e5bf4afc8546 | | LogCL | 48.87 | Not recorded | 69c60f140636e5bf4afc8546 | | RETIA | 46.28 | Not recorded | 69c60f140636e5bf4afc8546 | | CognTKE | 46.06 | Not recorded | 69c60f140636e5bf4afc8546 | | TempValid | 45.78 | Not recorded | 69c60f140636e5bf4afc8546 | | TiRGN | 44.75 | Not recorded | 69c60f140636e5bf4afc8546 | | ANEL | 44.74 | Not recorded | 69c60f140636e5bf4afc8546 | | RPC | 44.55 | Not recorded | 69c60f140636e5bf4afc8546 | | RE-GCN | 40.39 | Not recorded | 69c60f140636e5bf4afc8546 | | xERTE | 40.02 | Not recorded | 69c60f140636e5bf4afc8546 | | CENET | 39.02 | Not recorded | 69c60f140636e5bf4afc8546 | | DySarl | 38.14 | Not recorded | 69c60f140636e5bf4afc8546 | | IMF | 33.89 | Not recorded | 69c60f140636e5bf4afc8546 | | OTKGE | 31.36 | Not recorded | 69c60f140636e5bf4afc8546 | | MoSE | 27.18 | Not recorded | 69c60f140636e5bf4afc8546 | | TransAE | 24.34 | Not recorded | 69c60f140636e5bf4afc8546 | ### DyMRL MRR: 62.84. Result ID: 69c675ff47f34ce924b03917. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ReTIN MRR: 52.43. Result ID: 69c675ff47f34ce924b03912. [Reporting paper]() Recorded evaluation configuration: {"Model Category":"Dynamic unimodal"}. This record does not assert independent reproduction. ### LogCL MRR: 48.87. Result ID: 69c675ff47f34ce924b03913. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Category":"Dynamic unimodal"}. This record does not assert independent reproduction. ### RETIA MRR: 46.28. Result ID: 69c675ff47f34ce924b0390f. [Reporting paper]() Recorded evaluation configuration: {"Model Category":"Dynamic unimodal"}. This record does not assert independent reproduction. ### CognTKE MRR: 46.06. Result ID: 69c675ff47f34ce924b03915. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Category":"Dynamic unimodal"}. This record does not assert independent reproduction. ### TempValid MRR: 45.78. Result ID: 69c675ff47f34ce924b03914. [Reporting paper]() Recorded evaluation configuration: {"Model Category":"Dynamic unimodal"}. This record does not assert independent reproduction. ### TiRGN MRR: 44.75. Result ID: 69c675ff47f34ce924b0390e. [Reporting paper]() Recorded evaluation configuration: {"Model Category":"Dynamic unimodal"}. This record does not assert independent reproduction. ### ANEL MRR: 44.74. Result ID: 69c675ff47f34ce924b03916. [Reporting paper]() Recorded evaluation configuration: {"Model Category":"Dynamic unimodal"}. This record does not assert independent reproduction. ### RPC MRR: 44.55. Result ID: 69c675ff47f34ce924b03911. [Reporting paper]() Recorded evaluation configuration: {"Model Category":"Dynamic unimodal"}. This record does not assert independent reproduction. ### RE-GCN MRR: 40.39. Result ID: 69c675ff47f34ce924b0390d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Category":"Dynamic unimodal"}. This record does not assert independent reproduction. ### xERTE MRR: 40.02. Result ID: 69c675ff47f34ce924b0390c. [Reporting paper]() Recorded evaluation configuration: {"Model Category":"Dynamic unimodal"}. This record does not assert independent reproduction. ### CENET MRR: 39.02. Result ID: 69c675ff47f34ce924b03910. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Category":"Dynamic unimodal"}. This record does not assert independent reproduction. ### DySarl MRR: 38.14. Result ID: 69c675ff47f34ce924b0390b. [Reporting paper]() Recorded evaluation configuration: {"Model Category":"Static multimodal"}. This record does not assert independent reproduction. ### IMF MRR: 33.89. Result ID: 69c675ff47f34ce924b0390a. [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: 69c675ff47f34ce924b03909. [Reporting paper]() Recorded evaluation configuration: {"Model Category":"Static multimodal"}. This record does not assert independent reproduction. ### MoSE MRR: 27.18. Result ID: 69c675ff47f34ce924b03908. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Category":"Static multimodal"}. This record does not assert independent reproduction. ### TransAE MRR: 24.34. Result ID: 69c675ff47f34ce924b03907. [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.