# End-to-end dialogue generation on Controlled setting pilot dialogues

Source: [End-to-end dialogue generation on Controlled setting pilot dialogues](<https://www.sota2.com/research/sota/end-to-end-dialogue-generation-on-controlled-setting-pilot-dialogues>)

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

Data updated: 2026-04-16T06:32:58.981Z

Evaluation of end-to-end dialogue generation performance on the Controlled setting pilot dialogues dataset, measured using metrics such as Coverage, Structural Completeness, Action Utility, and Tgoal.

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 | End-to-end dialogue generation |
| Dataset (including any stated split) | Controlled setting pilot dialogues |
| Metric | Coverage |
| 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

- [Coverage](<https://www.sota2.com/research/sota/end-to-end-dialogue-generation-on-controlled-setting-pilot-dialogues.md?metric=Coverage>): Higher is better; unit: PERCENT.

- [Structural Completeness](<https://www.sota2.com/research/sota/end-to-end-dialogue-generation-on-controlled-setting-pilot-dialogues.md?metric=Structural%20Completeness>): Higher is better; unit: PERCENT.

- [Action Utility](<https://www.sota2.com/research/sota/end-to-end-dialogue-generation-on-controlled-setting-pilot-dialogues.md?metric=Action%20Utility>): Higher is better; unit: SCALAR.

- [Redundancy](<https://www.sota2.com/research/sota/end-to-end-dialogue-generation-on-controlled-setting-pilot-dialogues.md?metric=Redundancy>): Lower is better; unit: PERCENT.

- [Risk Recall](<https://www.sota2.com/research/sota/end-to-end-dialogue-generation-on-controlled-setting-pilot-dialogues.md?metric=Risk%20Recall>): Higher is better; unit: PERCENT.

- [Tgoal](<https://www.sota2.com/research/sota/end-to-end-dialogue-generation-on-controlled-setting-pilot-dialogues.md?metric=Tgoal>): Higher is better; unit: SCALAR.

## Recorded results

| Method | Coverage | Result date | Report paper |
| --- | --- | --- | --- |
| Full system | 83.3 | Not recorded | 69e06ce17d0172140ec7c86a |
| Baseline C: Rule-template interaction | 77.8 | Not recorded | 69e06ce17d0172140ec7c86a |
| Baseline B: Chunk-only RAG | 69.4 | Not recorded | 69e06ce17d0172140ec7c86a |
| Baseline A: Direct generation | 55.6 | Not recorded | 69e06ce17d0172140ec7c86a |

### Full system

Coverage: 83.3. Result ID: 69e0825347f34ce924c91d15.

[Reporting paper](<https://www.sota2.com/research/paper/69e06ce17d0172140ec7c86a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69e06ce17d0172140ec7c86a.md>)

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

### Baseline C: Rule-template interaction

Coverage: 77.8. Result ID: 69e0825347f34ce924c91d14.

[Reporting paper](<https://www.sota2.com/research/paper/69e06ce17d0172140ec7c86a.md>)

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

### Baseline B: Chunk-only RAG

Coverage: 69.4. Result ID: 69e0825347f34ce924c91d13.

[Reporting paper](<https://www.sota2.com/research/paper/69e06ce17d0172140ec7c86a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69b91e209131cea23c26.md>)

[Implementation](<https://github.com/huggingface/transformers/blob/master/examples/rag/>)

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

### Baseline A: Direct generation

Coverage: 55.6. Result ID: 69e0825347f34ce924c91d12.

[Reporting paper](<https://www.sota2.com/research/paper/69e06ce17d0172140ec7c86a.md>)

Recorded evaluation configuration: {"type":"non-interactive"}. This record does not assert independent reproduction.

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