# Action State Tracking on ABCD in-distribution (test)

Source: [Action State Tracking on ABCD in-distribution (test)](<https://www.sota2.com/research/sota/action-state-tracking-on-abcd-in-distribution-test>)

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

Data updated: 2026-02-26T05:36:34.387Z

Evaluation of Action State Tracking performance on the in-distribution test split of the ABCD dataset, measured using 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 State Tracking |
| Dataset (including any stated split) | ABCD in-distribution (test) |
| Metric | B-Slot Acc |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 6 of 6 |
| 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 Acc](<https://www.sota2.com/research/sota/action-state-tracking-on-abcd-in-distribution-test.md?metric=B-Slot%20Acc>): Higher is better; unit: PERCENT.

- [Value Acc](<https://www.sota2.com/research/sota/action-state-tracking-on-abcd-in-distribution-test.md?metric=Value%20Acc>): Higher is better; unit: PERCENT.

## Recorded results

| Method | B-Slot Acc | Result date | Report paper |
| --- | --- | --- | --- |
| KADS | 85.2 | Not recorded | 68fa6f9c1e209131cea46964 |
| T5 + guide | 81.3 | Not recorded | 68fa6f9c1e209131cea46964 |
| T5 | 79.5 | Not recorded | 68fa6f9c1e209131cea46964 |
| KADS | 72.5 | Not recorded | 68fa6f9c1e209131cea46964 |
| T5 | 65.9 | Not recorded | 68fa6f9c1e209131cea46964 |
| T5 + guide | 56.8 | Not recorded | 68fa6f9c1e209131cea46964 |

### KADS

B-Slot Acc: 85.2. Result ID: 6990cf723a6c31484903744c.

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

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

Recorded evaluation configuration: {"guideline":"dynamic knowledge retriever"}. This record does not assert independent reproduction.

### T5 + guide

B-Slot Acc: 81.3. Result ID: 6990cf723a6c31484903744b.

[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: {"guideline":"static"}. This record does not assert independent reproduction.

### T5

B-Slot Acc: 79.5. Result ID: 6990cf723a6c31484903744a.

[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: Not recorded. This record does not assert independent reproduction.

### KADS

B-Slot Acc: 72.5. Result ID: 6990cf723a6c314849037451.

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

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

Recorded evaluation configuration: {"guideline":"dynamic knowledge retriever"}. This record does not assert independent reproduction.

### T5

B-Slot Acc: 65.9. Result ID: 6990cf723a6c31484903744f.

[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: Not recorded. This record does not assert independent reproduction.

### T5 + guide

B-Slot Acc: 56.8. Result ID: 6990cf723a6c314849037450.

[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: {"guideline":"static"}. This record does not assert independent reproduction.

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