# User-aligned task completion on KitchenAmbig (In-Distribution)

Source: [User-aligned task completion on KitchenAmbig (In-Distribution)](<https://www.sota2.com/research/sota/user-aligned-task-completion-on-kitchenambig-in-distribution>)

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

Data updated: 2026-05-14T07:05:05.793Z

Evaluation of agent performance on user-aligned task completion scenarios within the KitchenAmbig (In-Distribution) setting, measured by 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 | User-aligned task completion |
| Dataset (including any stated split) | KitchenAmbig (In-Distribution) |
| Metric | Accuracy |
| 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

- [Accuracy](<https://www.sota2.com/research/sota/user-aligned-task-completion-on-kitchenambig-in-distribution.md?metric=Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| Adaptive CLIPR | 84 | Not recorded | 6a055716dbc836b87d828cac |
| GATE | 69.5 | Not recorded | 6a055716dbc836b87d828cac |
| CIPHER | 61.4 | Not recorded | 6a055716dbc836b87d828cac |

### Adaptive CLIPR

Accuracy: 84. Result ID: 6a05734647f34ce924ebeb71.

[Reporting paper](<https://www.sota2.com/research/paper/6a055716dbc836b87d828cac.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a055716dbc836b87d828cac.md>)

Recorded evaluation configuration: {"LLM engine":"Claude Sonnet 4.5","alpha":"1.5","f":"5"}. This record does not assert independent reproduction.

### GATE

Accuracy: 69.5. Result ID: 6a05734647f34ce924ebeb72.

[Reporting paper](<https://www.sota2.com/research/paper/6a055716dbc836b87d828cac.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70e51e209131cea4dc31.md>)

Recorded evaluation configuration: {"LLM engine":"Claude Sonnet 4.5"}. This record does not assert independent reproduction.

### CIPHER

Accuracy: 61.4. Result ID: 6a05734647f34ce924ebeb73.

[Reporting paper](<https://www.sota2.com/research/paper/6a055716dbc836b87d828cac.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75d01e209131cea69fde.md>)

[Implementation](<https://github.com/gao-g/prelude>)

Recorded evaluation configuration: {"LLM engine":"Claude Sonnet 4.5"}. This record does not assert independent reproduction.

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