# Faithfulness on SummEval

Source: [Faithfulness on SummEval](<https://www.sota2.com/research/sota/faithfulness-on-summeval>)

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

Data updated: 2026-04-13T07:41:30.246Z

Evaluation of model faithfulness using the SummEval dataset, measured by Spearman's rank correlation coefficient (ρ).

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 | Faithfulness |
| Dataset (including any stated split) | SummEval |
| Metric | Spearman's Rho |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 10 of 10 |
| 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/faithfulness-on-summeval.md?metric=Spearman%27s%20Rho>): Higher is better; unit: SCALAR.

- [Spearman's Rho 95% CI](<https://www.sota2.com/research/sota/faithfulness-on-summeval.md?metric=Spearman%27s%20Rho%2095%25%20CI>): Higher is better; unit: SCALAR.

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

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

## Recorded results

| Method | Spearman's Rho | Result date | Report paper |
| --- | --- | --- | --- |
| RAGAS | 0.676 | Not recorded | 69dc788a7d0172140ec78aa8 |
| RAGAS | 0.676 | Not recorded | 69dc788a7d0172140ec78aa8 |
| TCVA | 0.667 | Not recorded | 69dc788a7d0172140ec78aa8 |
| TCVA | 0.667 | Not recorded | 69dc788a7d0172140ec78aa8 |
| TCVA | 0.664 | Not recorded | 69dc788a7d0172140ec78aa8 |
| TCVA | 0.663 | Not recorded | 69dc788a7d0172140ec78aa8 |
| TCVA | 0.642 | Not recorded | 69dc788a7d0172140ec78aa8 |
| TCVA | 0.642 | Not recorded | 69dc788a7d0172140ec78aa8 |
| DeepEval | 0.395 | Not recorded | 69dc788a7d0172140ec78aa8 |
| DeepEval | 0.395 | Not recorded | 69dc788a7d0172140ec78aa8 |

### RAGAS

Spearman's Rho: 0.676. Result ID: 69dc9e1a47f34ce924c35056.

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

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

Recorded evaluation configuration: {"Verdict Level":"binary"}. This record does not assert independent reproduction.

### RAGAS

Spearman's Rho: 0.676. Result ID: 69dc9e1a47f34ce924c35067.

[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.

### TCVA

Spearman's Rho: 0.667. Result ID: 69dc9e1a47f34ce924c35055.

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

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

Recorded evaluation configuration: {"Temperature (T)":"0.9"}. This record does not assert independent reproduction.

### TCVA

Spearman's Rho: 0.667. Result ID: 69dc9e1a47f34ce924c35066.

[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.

### TCVA

Spearman's Rho: 0.664. Result ID: 69dc9e1a47f34ce924c35054.

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

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

Recorded evaluation configuration: {"Temperature (T)":"0.7"}. This record does not assert independent reproduction.

### TCVA

Spearman's Rho: 0.663. Result ID: 69dc9e1a47f34ce924c35053.

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

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

Recorded evaluation configuration: {"Temperature (T)":"0.5"}. This record does not assert independent reproduction.

### TCVA

Spearman's Rho: 0.642. Result ID: 69dc9e1a47f34ce924c35051.

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

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

Recorded evaluation configuration: {"Temperature (T)":"0.2"}. This record does not assert independent reproduction.

### TCVA

Spearman's Rho: 0.642. Result ID: 69dc9e1a47f34ce924c35052.

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

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

Recorded evaluation configuration: {"Temperature (T)":"0.3"}. This record does not assert independent reproduction.

### DeepEval

Spearman's Rho: 0.395. Result ID: 69dc9e1a47f34ce924c35057.

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

Recorded evaluation configuration: {"Verdict Level":"ternary"}. This record does not assert independent reproduction.

### DeepEval

Spearman's Rho: 0.395. Result ID: 69dc9e1a47f34ce924c35068.

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

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

Page 1 of 1. This is an index page, not the full collection.