# Temporal explainability on Tumblr

Source: [Temporal explainability on Tumblr](<https://www.sota2.com/research/sota/temporal-explainability-on-tumblr>)

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

Data updated: 2026-04-08T09:07:43.407Z

Evaluation of temporal explainability methods on the Tumblr dataset, reporting metrics such as F1, F1naïf, and F1sal.

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 | Temporal explainability |
| Dataset (including any stated split) | Tumblr |
| Metric | F1 Score |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 9 of 9 |
| 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

- [F1 Score](<https://www.sota2.com/research/sota/temporal-explainability-on-tumblr.md?metric=F1%20Score>): Higher is better; unit: PERCENT.

- [F1 Naive](<https://www.sota2.com/research/sota/temporal-explainability-on-tumblr.md?metric=F1%20Naive>): Higher is better; unit: PERCENT.

- [F1 Salient](<https://www.sota2.com/research/sota/temporal-explainability-on-tumblr.md?metric=F1%20Salient>): Higher is better; unit: PERCENT.

## Recorded results

| Method | F1 Score | Result date | Report paper |
| --- | --- | --- | --- |
| Proposed method | 31 | Not recorded | 68fa753b1e209131cea66992 |
| Proposed method | 26 | Not recorded | 68fa753b1e209131cea66992 |
| Proposed method | 23 | Not recorded | 68fa753b1e209131cea66992 |

### Proposed method

F1 Score: 31. Result ID: 69d61ace47f34ce924bedde2.

[Reporting paper](<https://www.sota2.com/research/paper/68fa753b1e209131cea66992.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa753b1e209131cea66992.md>)

Recorded evaluation configuration: {"Architecture":"GWN"}. This record does not assert independent reproduction.

### Proposed method

F1 Score: 26. Result ID: 69d61ace47f34ce924bedddf.

[Reporting paper](<https://www.sota2.com/research/paper/68fa753b1e209131cea66992.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa753b1e209131cea66992.md>)

Recorded evaluation configuration: {"Architecture":"DCRNN"}. This record does not assert independent reproduction.

### Proposed method

F1 Score: 23. Result ID: 69d61ace47f34ce924bedddc.

[Reporting paper](<https://www.sota2.com/research/paper/68fa753b1e209131cea66992.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa753b1e209131cea66992.md>)

Recorded evaluation configuration: {"Architecture":"GCRN"}. This record does not assert independent reproduction.

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