# Dialogue Evaluation on USR

Source: [Dialogue Evaluation on USR](<https://www.sota2.com/research/sota/dialogue-evaluation-on-usr>)

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

Data updated: 2026-04-13T07:41:30.311Z

Evaluation of dialogue performance on the USR dataset, measured using correlation metrics such as Spearman's rho, 95% Confidence Interval, Delta, and p-value.

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 | Dialogue Evaluation |
| Dataset (including any stated split) | USR |
| Metric | Spearman's rho |
| Unit | SCALAR |
| 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

- [Spearman's rho](<https://www.sota2.com/research/sota/dialogue-evaluation-on-usr.md?metric=Spearman%27s%20rho>): Higher is better; unit: SCALAR.

- [95% CI Lower Bound](<https://www.sota2.com/research/sota/dialogue-evaluation-on-usr.md?metric=95%25%20CI%20Lower%20Bound>): Higher is better; unit: SCALAR.

- [Delta](<https://www.sota2.com/research/sota/dialogue-evaluation-on-usr.md?metric=Delta>): Higher is better; unit: SCALAR.

- [p-value](<https://www.sota2.com/research/sota/dialogue-evaluation-on-usr.md?metric=p-value>): Lower is better; unit: SCALAR.

## Recorded results

| Method | Spearman's rho | Result date | Report paper |
| --- | --- | --- | --- |
| TCVA | 0.173 | Not recorded | 69dc788a7d0172140ec78aa8 |
| RAGAS | 0.171 | Not recorded | 69dc788a7d0172140ec78aa8 |
| DeepEval | -0.052 | Not recorded | 69dc788a7d0172140ec78aa8 |

### TCVA

Spearman's rho: 0.173. Result ID: 69dc9e1a47f34ce924c3506c.

[Reporting paper](<https://www.sota2.com/research/paper/69dc788a7d0172140ec78aa8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69dc788a7d0172140ec78aa8.md>)

Recorded evaluation configuration: {"T parameter":"best"}. This record does not assert independent reproduction.

### RAGAS

Spearman's rho: 0.171. Result ID: 69dc9e1a47f34ce924c3506d.

[Reporting paper](<https://www.sota2.com/research/paper/69dc788a7d0172140ec78aa8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78451e209131cea7784e.md>)

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

### DeepEval

Spearman's rho: -0.052. Result ID: 69dc9e1a47f34ce924c3506e.

[Reporting paper](<https://www.sota2.com/research/paper/69dc788a7d0172140ec78aa8.md>)

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

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