# Multimodal Event Forecasting on ICE IMG-TXT 18 Source: [Multimodal Event Forecasting on ICE IMG-TXT 18]() Collection index: [llms.txt]() Data updated: 2026-03-27T12:20:32.843Z Evaluation of models performing Multimodal Event Forecasting on the ICE IMG-TXT 18 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 18 | | 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 | 64.56 | Not recorded | 69c60f140636e5bf4afc8546 | | ReTIN | 52.73 | Not recorded | 69c60f140636e5bf4afc8546 | | RETIA | 35.92 | Not recorded | 69c60f140636e5bf4afc8546 | | LogCL | 35.67 | Not recorded | 69c60f140636e5bf4afc8546 | | CognTKE | 35.24 | Not recorded | 69c60f140636e5bf4afc8546 | | RPC | 34.91 | Not recorded | 69c60f140636e5bf4afc8546 | | ANEL | 34.04 | Not recorded | 69c60f140636e5bf4afc8546 | | TiRGN | 33.7 | Not recorded | 69c60f140636e5bf4afc8546 | | DySarl | 33.52 | Not recorded | 69c60f140636e5bf4afc8546 | | TempValid | 33.5 | Not recorded | 69c60f140636e5bf4afc8546 | | RE-GCN | 30.58 | Not recorded | 69c60f140636e5bf4afc8546 | | xERTE | 29.98 | Not recorded | 69c60f140636e5bf4afc8546 | | CENET | 27.85 | Not recorded | 69c60f140636e5bf4afc8546 | | IMF | 26.57 | Not recorded | 69c60f140636e5bf4afc8546 | | OTKGE | 22.51 | Not recorded | 69c60f140636e5bf4afc8546 | | MoSE | 20.88 | Not recorded | 69c60f140636e5bf4afc8546 | | TransAE | 19.66 | Not recorded | 69c60f140636e5bf4afc8546 | ### DyMRL MRR: 64.56. Result ID: 69c675ff47f34ce924b03939. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ReTIN MRR: 52.73. Result ID: 69c675ff47f34ce924b03934. [Reporting paper]() Recorded evaluation configuration: {"Model Category":"Dynamic unimodal"}. This record does not assert independent reproduction. ### RETIA MRR: 35.92. Result ID: 69c675ff47f34ce924b03931. [Reporting paper]() Recorded evaluation configuration: {"Model Category":"Dynamic unimodal"}. This record does not assert independent reproduction. ### LogCL MRR: 35.67. Result ID: 69c675ff47f34ce924b03935. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Category":"Dynamic unimodal"}. This record does not assert independent reproduction. ### CognTKE MRR: 35.24. Result ID: 69c675ff47f34ce924b03937. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Category":"Dynamic unimodal"}. This record does not assert independent reproduction. ### RPC MRR: 34.91. Result ID: 69c675ff47f34ce924b03933. [Reporting paper]() Recorded evaluation configuration: {"Model Category":"Dynamic unimodal"}. This record does not assert independent reproduction. ### ANEL MRR: 34.04. Result ID: 69c675ff47f34ce924b03938. [Reporting paper]() Recorded evaluation configuration: {"Model Category":"Dynamic unimodal"}. This record does not assert independent reproduction. ### TiRGN MRR: 33.7. Result ID: 69c675ff47f34ce924b03930. [Reporting paper]() Recorded evaluation configuration: {"Model Category":"Dynamic unimodal"}. This record does not assert independent reproduction. ### DySarl MRR: 33.52. Result ID: 69c675ff47f34ce924b0392d. [Reporting paper]() Recorded evaluation configuration: {"Model Category":"Static multimodal"}. This record does not assert independent reproduction. ### TempValid MRR: 33.5. Result ID: 69c675ff47f34ce924b03936. [Reporting paper]() Recorded evaluation configuration: {"Model Category":"Dynamic unimodal"}. This record does not assert independent reproduction. ### RE-GCN MRR: 30.58. Result ID: 69c675ff47f34ce924b0392f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Category":"Dynamic unimodal"}. This record does not assert independent reproduction. ### xERTE MRR: 29.98. Result ID: 69c675ff47f34ce924b0392e. [Reporting paper]() Recorded evaluation configuration: {"Model Category":"Dynamic unimodal"}. This record does not assert independent reproduction. ### CENET MRR: 27.85. Result ID: 69c675ff47f34ce924b03932. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Category":"Dynamic unimodal"}. This record does not assert independent reproduction. ### IMF MRR: 26.57. Result ID: 69c675ff47f34ce924b0392c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Category":"Static multimodal"}. This record does not assert independent reproduction. ### OTKGE MRR: 22.51. Result ID: 69c675ff47f34ce924b0392b. [Reporting paper]() Recorded evaluation configuration: {"Model Category":"Static multimodal"}. This record does not assert independent reproduction. ### MoSE MRR: 20.88. Result ID: 69c675ff47f34ce924b0392a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Category":"Static multimodal"}. This record does not assert independent reproduction. ### TransAE MRR: 19.66. Result ID: 69c675ff47f34ce924b03929. [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.