# Temporal Awareness on TimeBank-Dense (test)

Source: [Temporal Awareness on TimeBank-Dense (test)](<https://www.sota2.com/research/sota/temporal-awareness-on-timebank-dense-test>)

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

Data updated: 2026-02-26T05:58:15.038Z

Evaluation of Temporal Awareness capabilities using the test split of the TimeBank-Dense dataset, typically measured using Precision, Recall, and F1 scores.

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 Awareness |
| Dataset (including any stated split) | TimeBank-Dense (test) |
| Metric | Precision |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 4 of 4 |
| 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

- [Precision](<https://www.sota2.com/research/sota/temporal-awareness-on-timebank-dense-test.md?metric=Precision>): Higher is better; unit: PERCENT.

- [Recall](<https://www.sota2.com/research/sota/temporal-awareness-on-timebank-dense-test.md?metric=Recall>): Higher is better; unit: PERCENT.

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

- [Performance Percentage](<https://www.sota2.com/research/sota/temporal-awareness-on-timebank-dense-test.md?metric=Performance%20Percentage>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Precision | Result date | Report paper |
| --- | --- | --- | --- |
| CAEVO | 54.17 | Not recorded | 68fa65e21e209131cea0d2c7 |
| ClearTK | 46.04 | Not recorded | 68fa65e21e209131cea0d2c7 |
| CoDL+ILP | 45.57 | Not recorded | 68fa65e21e209131cea0d2c7 |
| SP+ILP | 45.34 | Not recorded | 68fa65e21e209131cea0d2c7 |

### CAEVO

Precision: 54.17. Result ID: 698cd1378b517eb4331cf2e1.

[Reporting paper](<https://www.sota2.com/research/paper/68fa65e21e209131cea0d2c7.md>)

Recorded evaluation configuration: {"Method Paradigm":"L+I","Annotations":"TD-Train","Filters":"pre"}. This record does not assert independent reproduction.

### ClearTK

Precision: 46.04. Result ID: 698cd1378b517eb4331cf2e0.

[Reporting paper](<https://www.sota2.com/research/paper/68fa65e21e209131cea0d2c7.md>)

Recorded evaluation configuration: {"Method Paradigm":"Local","Annotations":"TD-Train","Filters":"pre"}. This record does not assert independent reproduction.

### CoDL+ILP

Precision: 45.57. Result ID: 698cd1378b517eb4331cf2e3.

[Reporting paper](<https://www.sota2.com/research/paper/68fa65e21e209131cea0d2c7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65e21e209131cea0d2c7.md>)

Recorded evaluation configuration: {"Method Paradigm":"S+I","Annotations":"TD-Train (TE3-SV)","Filters":"pre+post"}. This record does not assert independent reproduction.

### SP+ILP

Precision: 45.34. Result ID: 698cd1378b517eb4331cf2e2.

[Reporting paper](<https://www.sota2.com/research/paper/68fa65e21e209131cea0d2c7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65e21e209131cea0d2c7.md>)

Recorded evaluation configuration: {"Method Paradigm":"S+I","Annotations":"TD-Train","Filters":"pre+post"}. This record does not assert independent reproduction.

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