# Time prediction on TIGeR 86k (test) Source: [Time prediction on TIGeR 86k (test)]() Collection index: [llms.txt]() Data updated: 2026-03-27T12:28:23.171Z Evaluation of models on the test split of the TIGeR 86k dataset for the Time Prediction task, assessed using ToY Error and ToD Error. 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 | Time prediction | | Dataset (including any stated split) | TIGeR 86k (test) | | Metric | ToY Error | | Unit | SCALAR | | Direction | Lower is better | | Results loaded | 16 of 16 | | 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 - [ToY Error](): Lower is better; unit: SCALAR. - [ToD Error](): Lower is better; unit: SCALAR. ## Recorded results | Method | ToY Error | Result date | Report paper | | --- | --- | --- | --- | | TIGeR | 48.86 | Not recorded | 69c60ede0636e5bf4afc8330 | | TIGeR | 51.49 | Not recorded | 69c60ede0636e5bf4afc8330 | | TIGeR | 51.49 | Not recorded | 69c60ede0636e5bf4afc8330 | | Zhai et al. w/ CLIP | 55.15 | Not recorded | 69c60ede0636e5bf4afc8330 | | Salem et al. w/ CLIP | 55.4 | Not recorded | 69c60ede0636e5bf4afc8330 | | Zhai et al. w/ CLIP | 57.51 | Not recorded | 69c60ede0636e5bf4afc8330 | | Zhai et al. w/ CLIP | 57.51 | Not recorded | 69c60ede0636e5bf4afc8330 | | TICL | 59.88 | Not recorded | 69c60ede0636e5bf4afc8330 | | Zhai et al. | 66.36 | Not recorded | 69c60ede0636e5bf4afc8330 | | Zhai et al. | 68.38 | Not recorded | 69c60ede0636e5bf4afc8330 | | Zhai et al. | 68.38 | Not recorded | 69c60ede0636e5bf4afc8330 | | Salem et al. | 74.29 | Not recorded | 69c60ede0636e5bf4afc8330 | | GT-Loc | 74.58 | Not recorded | 69c60ede0636e5bf4afc8330 | | GT-Loc | 74.58 | Not recorded | 69c60ede0636e5bf4afc8330 | | Time-Loc | 74.87 | Not recorded | 69c60ede0636e5bf4afc8330 | | Time-Loc | 74.87 | Not recorded | 69c60ede0636e5bf4afc8330 | ### TIGeR ToY Error: 48.86. Result ID: 69c6774d47f34ce924b03e81. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Retrieval":"Il -\> t"}. This record does not assert independent reproduction. ### TIGeR ToY Error: 51.49. Result ID: 69c6774d47f34ce924b03e71. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Retrieval":"I → t"}. This record does not assert independent reproduction. ### TIGeR ToY Error: 51.49. Result ID: 69c6774d47f34ce924b03e7c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Retrieval":"I -\> t"}. This record does not assert independent reproduction. ### Zhai et al. w/ CLIP ToY Error: 55.15. Result ID: 69c6774d47f34ce924b03e7f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Retrieval":"Il -\> t"}. This record does not assert independent reproduction. ### Salem et al. w/ CLIP ToY Error: 55.4. Result ID: 69c6774d47f34ce924b03e80. [Reporting paper]() Recorded evaluation configuration: {"Retrieval":"Il -\> t"}. This record does not assert independent reproduction. ### Zhai et al. w/ CLIP ToY Error: 57.51. Result ID: 69c6774d47f34ce924b03e6d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Retrieval":"I → t"}. This record does not assert independent reproduction. ### Zhai et al. w/ CLIP ToY Error: 57.51. Result ID: 69c6774d47f34ce924b03e79. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Retrieval":"I -\> t"}. This record does not assert independent reproduction. ### TICL ToY Error: 59.88. Result ID: 69c6774d47f34ce924b03e70. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Retrieval":"I → t"}. This record does not assert independent reproduction. ### Zhai et al. ToY Error: 66.36. Result ID: 69c6774d47f34ce924b03e7d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Retrieval":"Il -\> t"}. This record does not assert independent reproduction. ### Zhai et al. ToY Error: 68.38. Result ID: 69c6774d47f34ce924b03e6c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Retrieval":"I → t"}. This record does not assert independent reproduction. ### Zhai et al. ToY Error: 68.38. Result ID: 69c6774d47f34ce924b03e78. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Retrieval":"I -\> t"}. This record does not assert independent reproduction. ### Salem et al. ToY Error: 74.29. Result ID: 69c6774d47f34ce924b03e7e. [Reporting paper]() Recorded evaluation configuration: {"Retrieval":"Il -\> t"}. This record does not assert independent reproduction. ### GT-Loc ToY Error: 74.58. Result ID: 69c6774d47f34ce924b03e6f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Retrieval":"I → t"}. This record does not assert independent reproduction. ### GT-Loc ToY Error: 74.58. Result ID: 69c6774d47f34ce924b03e7b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Retrieval":"I -\> t"}. This record does not assert independent reproduction. ### Time-Loc ToY Error: 74.87. Result ID: 69c6774d47f34ce924b03e6e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Retrieval":"I → t"}. This record does not assert independent reproduction. ### Time-Loc ToY Error: 74.87. Result ID: 69c6774d47f34ce924b03e7a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Retrieval":"I -\> t"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.