# Temporal Awareness on TempEval-3 PT (test)

Source: [Temporal Awareness on TempEval-3 PT (test)](<https://www.sota2.com/research/sota/temporal-awareness-on-tempeval-3-pt-test>)

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

Data updated: 2026-02-26T05:58:15.021Z

Evaluation of Temporal Awareness performance on the test split of the TempEval-3 PT dataset, 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) | TempEval-3 PT (test) |
| Metric | Precision |
| 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

- [Precision](<https://www.sota2.com/research/sota/temporal-awareness-on-tempeval-3-pt-test.md?metric=Precision>): Higher is better; unit: PERCENT.

- [Recall](<https://www.sota2.com/research/sota/temporal-awareness-on-tempeval-3-pt-test.md?metric=Recall>): Higher is better; unit: PERCENT.

- [F1 Score](<https://www.sota2.com/research/sota/temporal-awareness-on-tempeval-3-pt-test.md?metric=F1%20Score>): Higher is better; unit: PERCENT.

- [Error Rate](<https://www.sota2.com/research/sota/temporal-awareness-on-tempeval-3-pt-test.md?metric=Error%20Rate>): Lower is better; unit: PERCENT.

## Recorded results

| Method | Precision | Result date | Report paper |
| --- | --- | --- | --- |
| ClearTK | 37.2 | Not recorded | 68fa65e21e209131cea0d2c7 |
| ClearTK | 35.9 | Not recorded | 68fa65e21e209131cea0d2c7 |
| AP+ILP | 35.7 | Not recorded | 68fa65e21e209131cea0d2c7 |
| CoDL+ILP | 35.5 | Not recorded | 68fa65e21e209131cea0d2c7 |
| AP | 35.3 | Not recorded | 68fa65e21e209131cea0d2c7 |
| CoDL+ILP | 33.9 | Not recorded | 68fa65e21e209131cea0d2c7 |
| SP+ILP | 33.1 | Not recorded | 68fa65e21e209131cea0d2c7 |
| SP+ILP | 32.4 | Not recorded | 68fa65e21e209131cea0d2c7 |
| SP+ILP | 30.7 | Not recorded | 68fa65e21e209131cea0d2c7 |

### ClearTK

Precision: 37.2. Result ID: 698cd1378b517eb4331cf2d7.

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

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

### ClearTK

Precision: 35.9. Result ID: 698cd1378b517eb4331cf2dd.

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

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

### AP+ILP

Precision: 35.7. Result ID: 698cd1378b517eb4331cf2d9.

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

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

### CoDL+ILP

Precision: 35.5. Result ID: 698cd1378b517eb4331cf2dc.

[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":"TB, AQ, VC, TD (TE3-SV)","Filters":"pre+post"}. This record does not assert independent reproduction.

### AP

Precision: 35.3. Result ID: 698cd1378b517eb4331cf2d8.

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

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

### CoDL+ILP

Precision: 33.9. Result ID: 698cd1378b517eb4331cf2df.

[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":"TB, VC (TE3-SV)","Filters":"pre+post"}. This record does not assert independent reproduction.

### SP+ILP

Precision: 33.1. Result ID: 698cd1378b517eb4331cf2db.

[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":"TB, AQ, VC, TD","Filters":"pre+post"}. This record does not assert independent reproduction.

### SP+ILP

Precision: 32.4. Result ID: 698cd1378b517eb4331cf2da.

[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":"TB, AQ, VC, TD","Filters":"pre"}. This record does not assert independent reproduction.

### SP+ILP

Precision: 30.7. Result ID: 698cd1378b517eb4331cf2de.

[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":"TB, VC","Filters":"pre+post"}. This record does not assert independent reproduction.

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