# Time prediction on CVT (test)

Source: [Time prediction on CVT (test)](<https://www.sota2.com/research/sota/time-prediction-on-cvt-test>)

Collection index: [llms.txt](<https://www.sota2.com/research/llms.txt>)

Data updated: 2026-03-27T12:28:23.211Z

Evaluation of models performing Time prediction on the test split of the CVT dataset, measured 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) | CVT (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](<https://www.sota2.com/research/sota/time-prediction-on-cvt-test.md?metric=ToY%20Error>): Lower is better; unit: SCALAR.

- [ToD Error](<https://www.sota2.com/research/sota/time-prediction-on-cvt-test.md?metric=ToD%20Error>): Lower is better; unit: SCALAR.

## Recorded results

| Method | ToY Error | Result date | Report paper |
| --- | --- | --- | --- |
| TIGeR | 47 | Not recorded | 69c60ede0636e5bf4afc8330 |
| Zhai et al. w/ CLIP | 60.42 | Not recorded | 69c60ede0636e5bf4afc8330 |
| TIGeR | 62.88 | Not recorded | 69c60ede0636e5bf4afc8330 |
| TIGeR | 62.88 | Not recorded | 69c60ede0636e5bf4afc8330 |
| Salem et al. w/ CLIP | 64.05 | Not recorded | 69c60ede0636e5bf4afc8330 |
| Time-Loc | 65.1 | Not recorded | 69c60ede0636e5bf4afc8330 |
| Time-Loc | 65.1 | Not recorded | 69c60ede0636e5bf4afc8330 |
| Zhai et al. w/ CLIP | 68.95 | Not recorded | 69c60ede0636e5bf4afc8330 |
| Zhai et al. w/ CLIP | 68.95 | Not recorded | 69c60ede0636e5bf4afc8330 |
| TICL | 72.63 | Not recorded | 69c60ede0636e5bf4afc8330 |
| Zhai et al. | 73.15 | Not recorded | 69c60ede0636e5bf4afc8330 |
| Salem et al. | 75.48 | Not recorded | 69c60ede0636e5bf4afc8330 |
| GT-Loc | 78.95 | Not recorded | 69c60ede0636e5bf4afc8330 |
| GT-Loc | 78.95 | Not recorded | 69c60ede0636e5bf4afc8330 |
| Zhai et al. | 87.37 | Not recorded | 69c60ede0636e5bf4afc8330 |
| Zhai et al. | 87.37 | Not recorded | 69c60ede0636e5bf4afc8330 |

### TIGeR

ToY Error: 47. Result ID: 69c6774d47f34ce924b03e8b.

[Reporting paper](<https://www.sota2.com/research/paper/69c60ede0636e5bf4afc8330.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69c60ede0636e5bf4afc8330.md>)

Recorded evaluation configuration: {"Retrieval":"Il -\> t"}. This record does not assert independent reproduction.

### Zhai et al. w/ CLIP

ToY Error: 60.42. Result ID: 69c6774d47f34ce924b03e89.

[Reporting paper](<https://www.sota2.com/research/paper/69c60ede0636e5bf4afc8330.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66621e209131cea10011.md>)

Recorded evaluation configuration: {"Retrieval":"Il -\> t"}. This record does not assert independent reproduction.

### TIGeR

ToY Error: 62.88. Result ID: 69c6774d47f34ce924b03e77.

[Reporting paper](<https://www.sota2.com/research/paper/69c60ede0636e5bf4afc8330.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69c60ede0636e5bf4afc8330.md>)

Recorded evaluation configuration: {"Retrieval":"I → t"}. This record does not assert independent reproduction.

### TIGeR

ToY Error: 62.88. Result ID: 69c6774d47f34ce924b03e86.

[Reporting paper](<https://www.sota2.com/research/paper/69c60ede0636e5bf4afc8330.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69c60ede0636e5bf4afc8330.md>)

Recorded evaluation configuration: {"Retrieval":"I -\> t"}. This record does not assert independent reproduction.

### Salem et al. w/ CLIP

ToY Error: 64.05. Result ID: 69c6774d47f34ce924b03e8a.

[Reporting paper](<https://www.sota2.com/research/paper/69c60ede0636e5bf4afc8330.md>)

Recorded evaluation configuration: {"Retrieval":"Il -\> t"}. This record does not assert independent reproduction.

### Time-Loc

ToY Error: 65.1. Result ID: 69c6774d47f34ce924b03e74.

[Reporting paper](<https://www.sota2.com/research/paper/69c60ede0636e5bf4afc8330.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7a321e209131cea81ad8.md>)

Recorded evaluation configuration: {"Retrieval":"I → t"}. This record does not assert independent reproduction.

### Time-Loc

ToY Error: 65.1. Result ID: 69c6774d47f34ce924b03e84.

[Reporting paper](<https://www.sota2.com/research/paper/69c60ede0636e5bf4afc8330.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7a321e209131cea81ad8.md>)

Recorded evaluation configuration: {"Retrieval":"I -\> t"}. This record does not assert independent reproduction.

### Zhai et al. w/ CLIP

ToY Error: 68.95. Result ID: 69c6774d47f34ce924b03e73.

[Reporting paper](<https://www.sota2.com/research/paper/69c60ede0636e5bf4afc8330.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66621e209131cea10011.md>)

Recorded evaluation configuration: {"Retrieval":"I → t"}. This record does not assert independent reproduction.

### Zhai et al. w/ CLIP

ToY Error: 68.95. Result ID: 69c6774d47f34ce924b03e83.

[Reporting paper](<https://www.sota2.com/research/paper/69c60ede0636e5bf4afc8330.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66621e209131cea10011.md>)

Recorded evaluation configuration: {"Retrieval":"I -\> t"}. This record does not assert independent reproduction.

### TICL

ToY Error: 72.63. Result ID: 69c6774d47f34ce924b03e76.

[Reporting paper](<https://www.sota2.com/research/paper/69c60ede0636e5bf4afc8330.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77901e209131cea73ec8.md>)

Recorded evaluation configuration: {"Retrieval":"I → t"}. This record does not assert independent reproduction.

### Zhai et al.

ToY Error: 73.15. Result ID: 69c6774d47f34ce924b03e87.

[Reporting paper](<https://www.sota2.com/research/paper/69c60ede0636e5bf4afc8330.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66621e209131cea10011.md>)

Recorded evaluation configuration: {"Retrieval":"Il -\> t"}. This record does not assert independent reproduction.

### Salem et al.

ToY Error: 75.48. Result ID: 69c6774d47f34ce924b03e88.

[Reporting paper](<https://www.sota2.com/research/paper/69c60ede0636e5bf4afc8330.md>)

Recorded evaluation configuration: {"Retrieval":"Il -\> t"}. This record does not assert independent reproduction.

### GT-Loc

ToY Error: 78.95. Result ID: 69c6774d47f34ce924b03e75.

[Reporting paper](<https://www.sota2.com/research/paper/69c60ede0636e5bf4afc8330.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7a321e209131cea81ad8.md>)

Recorded evaluation configuration: {"Retrieval":"I → t"}. This record does not assert independent reproduction.

### GT-Loc

ToY Error: 78.95. Result ID: 69c6774d47f34ce924b03e85.

[Reporting paper](<https://www.sota2.com/research/paper/69c60ede0636e5bf4afc8330.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7a321e209131cea81ad8.md>)

Recorded evaluation configuration: {"Retrieval":"I -\> t"}. This record does not assert independent reproduction.

### Zhai et al.

ToY Error: 87.37. Result ID: 69c6774d47f34ce924b03e72.

[Reporting paper](<https://www.sota2.com/research/paper/69c60ede0636e5bf4afc8330.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66621e209131cea10011.md>)

Recorded evaluation configuration: {"Retrieval":"I → t"}. This record does not assert independent reproduction.

### Zhai et al.

ToY Error: 87.37. Result ID: 69c6774d47f34ce924b03e82.

[Reporting paper](<https://www.sota2.com/research/paper/69c60ede0636e5bf4afc8330.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66621e209131cea10011.md>)

Recorded evaluation configuration: {"Retrieval":"I -\> t"}. This record does not assert independent reproduction.

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