# Action Selection Task (AST) on ABCD (out-of-distribution)

Source: [Action Selection Task (AST) on ABCD (out-of-distribution)](<https://www.sota2.com/research/sota/action-selection-task-ast-on-abcd-out-of-distribution>)

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

Data updated: 2026-02-26T05:36:34.403Z

Evaluation of Action Selection Task (AST) performance on the out-of-distribution split of the ABCD dataset, measured by B-Slot accuracy and Value accuracy.

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 Selection Task (AST) |
| Dataset (including any stated split) | ABCD (out-of-distribution) |
| Metric | B-Slot Accuracy |
| 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

- [B-Slot Accuracy](<https://www.sota2.com/research/sota/action-selection-task-ast-on-abcd-out-of-distribution.md?metric=B-Slot%20Accuracy>): Higher is better; unit: PERCENT.

- [Value Accuracy](<https://www.sota2.com/research/sota/action-selection-task-ast-on-abcd-out-of-distribution.md?metric=Value%20Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | B-Slot Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| full data | 94.6 | Not recorded | 68fa6f9c1e209131cea46964 |
| KADS | 11.6 | Not recorded | 68fa6f9c1e209131cea46964 |
| T5 | 2.7 | Not recorded | 68fa6f9c1e209131cea46964 |
| T5 | 0 | Not recorded | 68fa6f9c1e209131cea46964 |

### full data

B-Slot Accuracy: 94.6. Result ID: 6990cf723a6c314849037446.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f9c1e209131cea46964.md>)

Recorded evaluation configuration: {"training\_protocol":"in-distribution"}. This record does not assert independent reproduction.

### KADS

B-Slot Accuracy: 11.6. Result ID: 6990cf723a6c314849037445.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f9c1e209131cea46964.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f9c1e209131cea46964.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### T5

B-Slot Accuracy: 2.7. Result ID: 6990cf723a6c314849037444.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f9c1e209131cea46964.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa709e1e209131cea4c470.md>)

[Implementation](<https://github.com/google-research/text-to-text-transfer-transformer>)

Recorded evaluation configuration: {"guided":true}. This record does not assert independent reproduction.

### T5

B-Slot Accuracy: 0. Result ID: 6990cf723a6c314849037443.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f9c1e209131cea46964.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa709e1e209131cea4c470.md>)

[Implementation](<https://github.com/google-research/text-to-text-transfer-transformer>)

Recorded evaluation configuration: {"guided":false}. This record does not assert independent reproduction.

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