# NLG Meta-evaluation on MOCHA

Source: [NLG Meta-evaluation on MOCHA](<https://www.sota2.com/research/sota/nlg-meta-evaluation-on-mocha>)

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

Data updated: 2026-03-11T08:42:18.183Z

Evaluation of model performance on the MOCHA dataset for NLG Meta-evaluation tasks, measured using Kendall correlation.

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 | NLG Meta-evaluation |
| Dataset (including any stated split) | MOCHA |
| Metric | Kendall Correlation |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 6 of 6 |
| 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

- [Kendall Correlation](<https://www.sota2.com/research/sota/nlg-meta-evaluation-on-mocha.md?metric=Kendall%20Correlation>): Higher is better; unit: SCALAR.

## Recorded results

| Method | Kendall Correlation | Result date | Report paper |
| --- | --- | --- | --- |
| Qwen 3 30B | 0.72 | Not recorded | 69b0f7292d603e6de3e45f20 |
| Qwen 3 30B | 0.571 | Not recorded | 69b0f7292d603e6de3e45f20 |
| Llama 3.3 70B | 0.487 | Not recorded | 69b0f7292d603e6de3e45f20 |
| Llama 3.3 70B | 0.265 | Not recorded | 69b0f7292d603e6de3e45f20 |
| Llama 4 Scout | 0.249 | Not recorded | 69b0f7292d603e6de3e45f20 |
| Llama 4 Scout | 0.138 | Not recorded | 69b0f7292d603e6de3e45f20 |

### Qwen 3 30B

Kendall Correlation: 0.72. Result ID: 69b12ae56dbb7075b95b9de6.

[Reporting paper](<https://www.sota2.com/research/paper/69b0f7292d603e6de3e45f20.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69b0f7292d603e6de3e45f20.md>)

Recorded evaluation configuration: {"Shot":"Zero"}. This record does not assert independent reproduction.

### Qwen 3 30B

Kendall Correlation: 0.571. Result ID: 69b12ae56dbb7075b95b9de5.

[Reporting paper](<https://www.sota2.com/research/paper/69b0f7292d603e6de3e45f20.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69b0f7292d603e6de3e45f20.md>)

Recorded evaluation configuration: {"Shot":"Few"}. This record does not assert independent reproduction.

### Llama 3.3 70B

Kendall Correlation: 0.487. Result ID: 69b12ae56dbb7075b95b9de3.

[Reporting paper](<https://www.sota2.com/research/paper/69b0f7292d603e6de3e45f20.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69b0f7292d603e6de3e45f20.md>)

Recorded evaluation configuration: {"Shot":"Few"}. This record does not assert independent reproduction.

### Llama 3.3 70B

Kendall Correlation: 0.265. Result ID: 69b12ae56dbb7075b95b9de4.

[Reporting paper](<https://www.sota2.com/research/paper/69b0f7292d603e6de3e45f20.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69b0f7292d603e6de3e45f20.md>)

Recorded evaluation configuration: {"Shot":"Zero"}. This record does not assert independent reproduction.

### Llama 4 Scout

Kendall Correlation: 0.249. Result ID: 69b12ae56dbb7075b95b9de1.

[Reporting paper](<https://www.sota2.com/research/paper/69b0f7292d603e6de3e45f20.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69b0f7292d603e6de3e45f20.md>)

Recorded evaluation configuration: {"Shot":"Few"}. This record does not assert independent reproduction.

### Llama 4 Scout

Kendall Correlation: 0.138. Result ID: 69b12ae56dbb7075b95b9de2.

[Reporting paper](<https://www.sota2.com/research/paper/69b0f7292d603e6de3e45f20.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69b0f7292d603e6de3e45f20.md>)

Recorded evaluation configuration: {"Shot":"Zero"}. This record does not assert independent reproduction.

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