# Action Success Prediction on AndroidWorld (smallest held-out split)

Source: [Action Success Prediction on AndroidWorld (smallest held-out split)](<https://www.sota2.com/research/sota/action-success-prediction-on-androidworld-smallest-held-out-split>)

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

Data updated: 2026-06-24T08:34:46.354Z

Evaluation of model performance on predicting action success rates (Precision, Recall, F1) using the smallest held-out split of the AndroidWorld dataset.

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 | Action Success Prediction |
| Dataset (including any stated split) | AndroidWorld (smallest held-out split) |
| Metric | Precision |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 3 of 3 |
| 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/action-success-prediction-on-androidworld-smallest-held-out-split.md?metric=Precision>): Higher is better; unit: PERCENT.

- [Recall](<https://www.sota2.com/research/sota/action-success-prediction-on-androidworld-smallest-held-out-split.md?metric=Recall>): Higher is better; unit: PERCENT.

- [F1 Score](<https://www.sota2.com/research/sota/action-success-prediction-on-androidworld-smallest-held-out-split.md?metric=F1%20Score>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Precision | Result date | Report paper |
| --- | --- | --- | --- |
| VisCritic | 87.1 | Not recorded | 6a3b64d8206542251d7c993a |
| BacktrackAgent | 75.6 | Not recorded | 6a3b64d8206542251d7c993a |
| GUI-PRA | 73.2 | Not recorded | 6a3b64d8206542251d7c993a |

### VisCritic

Precision: 87.1. Result ID: 6a3b969cfbc373592c44b1e7.

[Reporting paper](<https://www.sota2.com/research/paper/6a3b64d8206542251d7c993a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a3b64d8206542251d7c993a.md>)

Recorded evaluation configuration: {"Base Model":"Qwen2.5-VL base","Modality":"Visual"}. This record does not assert independent reproduction.

### BacktrackAgent

Precision: 75.6. Result ID: 6a3b969cfbc373592c44b1e6.

[Reporting paper](<https://www.sota2.com/research/paper/6a3b64d8206542251d7c993a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78df1e209131cea7af25.md>)

Recorded evaluation configuration: {"Base Model":"Qwen2.5-VL base","Modality":"Text"}. This record does not assert independent reproduction.

### GUI-PRA

Precision: 73.2. Result ID: 6a3b969cfbc373592c44b1e5.

[Reporting paper](<https://www.sota2.com/research/paper/6a3b64d8206542251d7c993a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7bce1e209131cea8a920.md>)

Recorded evaluation configuration: {"Base Model":"Qwen2.5-VL base","Modality":"Text"}. This record does not assert independent reproduction.

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