# Task-oriented Dialogue on In-car personal assistant dataset realtime dialogues

Source: [Task-oriented Dialogue on In-car personal assistant dataset realtime dialogues](<https://www.sota2.com/research/sota/task-oriented-dialogue-on-in-car-personal-assistant-dataset-realtime-dialogues>)

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

Data updated: 2026-02-26T05:45:21.446Z

Evaluation of Task-oriented Dialogue performance using human-centric metrics like Fluency, Cooperativeness, and Humanlikeness on the In-car personal assistant 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 | Task-oriented Dialogue |
| Dataset (including any stated split) | In-car personal assistant dataset realtime dialogues |
| Metric | Fluency |
| Unit | SCALAR |
| 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

- [Fluency](<https://www.sota2.com/research/sota/task-oriented-dialogue-on-in-car-personal-assistant-dataset-realtime-dialogues.md?metric=Fluency>): Higher is better; unit: SCALAR.

- [Cooperation](<https://www.sota2.com/research/sota/task-oriented-dialogue-on-in-car-personal-assistant-dataset-realtime-dialogues.md?metric=Cooperation>): Higher is better; unit: SCALAR.

- [Humanlikeness](<https://www.sota2.com/research/sota/task-oriented-dialogue-on-in-car-personal-assistant-dataset-realtime-dialogues.md?metric=Humanlikeness>): Higher is better; unit: SCALAR.

## Recorded results

| Method | Fluency | Result date | Report paper |
| --- | --- | --- | --- |
| Human | 3.98 | Not recorded | 68fa63841e209131ce9ff2fe |
| KV Ret. Net | 3.36 | Not recorded | 68fa63841e209131ce9ff2fe |
| Rule-based | 3.2 | Not recorded | 68fa63841e209131ce9ff2fe |
| Copy Net | 2.33 | Not recorded | 68fa63841e209131ce9ff2fe |

### Human

Fluency: 3.98. Result ID: 698bf7b5f729bc7f68e6f213.

[Reporting paper](<https://www.sota2.com/research/paper/68fa63841e209131ce9ff2fe.md>)

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

### KV Ret. Net

Fluency: 3.36. Result ID: 698bf7b5f729bc7f68e6f212.

[Reporting paper](<https://www.sota2.com/research/paper/68fa63841e209131ce9ff2fe.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa63841e209131ce9ff2fe.md>)

[Implementation](<https://nlp.stanford.edu/blog/a-new-multi-turn-multi-domain-task-oriented-dialogue-dataset/>)

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

### Rule-based

Fluency: 3.2. Result ID: 698bf7b5f729bc7f68e6f210.

[Reporting paper](<https://www.sota2.com/research/paper/68fa63841e209131ce9ff2fe.md>)

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

### Copy Net

Fluency: 2.33. Result ID: 698bf7b5f729bc7f68e6f211.

[Reporting paper](<https://www.sota2.com/research/paper/68fa63841e209131ce9ff2fe.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa63881e209131ce9ff57c.md>)

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

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