# Dialogue Generation on Dialogue-level evaluation Ethical and Affective Alignment

Source: [Dialogue Generation on Dialogue-level evaluation Ethical and Affective Alignment](<https://www.sota2.com/research/sota/dialogue-generation-on-dialogue-level-evaluation-ethical-and-affective-alignment>)

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

Data updated: 2026-04-13T09:20:15.385Z

Evaluation of dialogue generation models focusing on ethical alignment, affective responses (empathy, respect), and overall quality metrics derived from human assessment.

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 Generation |
| Dataset (including any stated split) | Dialogue-level evaluation Ethical and Affective Alignment |
| Metric | Respectful Tone |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 9 of 9 |
| 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

- [Respectful Tone](<https://www.sota2.com/research/sota/dialogue-generation-on-dialogue-level-evaluation-ethical-and-affective-alignment.md?metric=Respectful%20Tone>): Higher is better; unit: SCALAR.

- [Ethical Guidance](<https://www.sota2.com/research/sota/dialogue-generation-on-dialogue-level-evaluation-ethical-and-affective-alignment.md?metric=Ethical%20Guidance>): Higher is better; unit: SCALAR.

- [Empathy](<https://www.sota2.com/research/sota/dialogue-generation-on-dialogue-level-evaluation-ethical-and-affective-alignment.md?metric=Empathy>): Higher is better; unit: SCALAR.

- [Specificity and Engagement](<https://www.sota2.com/research/sota/dialogue-generation-on-dialogue-level-evaluation-ethical-and-affective-alignment.md?metric=Specificity%20and%20Engagement>): Higher is better; unit: SCALAR.

- [Overall Quality](<https://www.sota2.com/research/sota/dialogue-generation-on-dialogue-level-evaluation-ethical-and-affective-alignment.md?metric=Overall%20Quality>): Higher is better; unit: SCALAR.

- [Average Length](<https://www.sota2.com/research/sota/dialogue-generation-on-dialogue-level-evaluation-ethical-and-affective-alignment.md?metric=Average%20Length>): Lower is better; unit: SCALAR.

## Recorded results

| Method | Respectful Tone | Result date | Report paper |
| --- | --- | --- | --- |
| ETHICMIND\_GPT-4o | 8.1739 | Not recorded | 69dc78727d0172140ec78a10 |
| GPT-4o | 8.1275 | Not recorded | 69dc78727d0172140ec78a10 |
| Llama-3.3-70B | 8.0872 | Not recorded | 69dc78727d0172140ec78a10 |
| ETHICMIND\_Llama3.3-70B | 8.0638 | Not recorded | 69dc78727d0172140ec78a10 |
| Llama-3-8B-Instruct | 7.6611 | Not recorded | 69dc78727d0172140ec78a10 |
| ETHICMIND\_Llama3-8B | 7.6342 | Not recorded | 69dc78727d0172140ec78a10 |
| Emotional-llama-8B | 7.4966 | Not recorded | 69dc78727d0172140ec78a10 |
| Llama-2-7b-chat | 7.443 | Not recorded | 69dc78727d0172140ec78a10 |
| COSMO-3B | 4.4262 | Not recorded | 69dc78727d0172140ec78a10 |

### ETHICMIND\_GPT-4o

Respectful Tone: 8.1739. Result ID: 69dcb53947f34ce924c3ecd7.

[Reporting paper](<https://www.sota2.com/research/paper/69dc78727d0172140ec78a10.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69dc78727d0172140ec78a10.md>)

Recorded evaluation configuration: {"Backbone":"GPT-4o","Framework":"ETHICMIND","Evaluator":"Claude"}. This record does not assert independent reproduction.

### GPT-4o

Respectful Tone: 8.1275. Result ID: 69dcb53947f34ce924c3ecd6.

[Reporting paper](<https://www.sota2.com/research/paper/69dc78727d0172140ec78a10.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75681e209131cea67a98.md>)

Recorded evaluation configuration: {"Backbone":"GPT-4o","Framework":"Original","Evaluator":"Claude"}. This record does not assert independent reproduction.

### Llama-3.3-70B

Respectful Tone: 8.0872. Result ID: 69dcb53947f34ce924c3ecd4.

[Reporting paper](<https://www.sota2.com/research/paper/69dc78727d0172140ec78a10.md>)

Recorded evaluation configuration: {"Backbone":"Llama-3.3-70B","Framework":"Original","Evaluator":"Claude"}. This record does not assert independent reproduction.

### ETHICMIND\_Llama3.3-70B

Respectful Tone: 8.0638. Result ID: 69dcb53947f34ce924c3ecd5.

[Reporting paper](<https://www.sota2.com/research/paper/69dc78727d0172140ec78a10.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69dc78727d0172140ec78a10.md>)

Recorded evaluation configuration: {"Backbone":"Llama-3.3-70B","Framework":"ETHICMIND","Evaluator":"Claude"}. This record does not assert independent reproduction.

### Llama-3-8B-Instruct

Respectful Tone: 7.6611. Result ID: 69dcb53947f34ce924c3ecd2.

[Reporting paper](<https://www.sota2.com/research/paper/69dc78727d0172140ec78a10.md>)

Recorded evaluation configuration: {"Backbone":"Llama-3-8B-Instruct","Framework":"Original","Evaluator":"Claude"}. This record does not assert independent reproduction.

### ETHICMIND\_Llama3-8B

Respectful Tone: 7.6342. Result ID: 69dcb53947f34ce924c3ecd3.

[Reporting paper](<https://www.sota2.com/research/paper/69dc78727d0172140ec78a10.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69dc78727d0172140ec78a10.md>)

Recorded evaluation configuration: {"Backbone":"Llama-3-8B-Instruct","Framework":"ETHICMIND","Evaluator":"Claude"}. This record does not assert independent reproduction.

### Emotional-llama-8B

Respectful Tone: 7.4966. Result ID: 69dcb53947f34ce924c3ecd1.

[Reporting paper](<https://www.sota2.com/research/paper/69dc78727d0172140ec78a10.md>)

Recorded evaluation configuration: {"Backbone":"Emotional-llama-8B","Framework":"Original","Evaluator":"Claude"}. This record does not assert independent reproduction.

### Llama-2-7b-chat

Respectful Tone: 7.443. Result ID: 69dcb53947f34ce924c3ecd0.

[Reporting paper](<https://www.sota2.com/research/paper/69dc78727d0172140ec78a10.md>)

Recorded evaluation configuration: {"Backbone":"Llama-2-7b-chat","Framework":"Original","Evaluator":"Claude"}. This record does not assert independent reproduction.

### COSMO-3B

Respectful Tone: 4.4262. Result ID: 69dcb53947f34ce924c3eccf.

[Reporting paper](<https://www.sota2.com/research/paper/69dc78727d0172140ec78a10.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6dba1e209131cea3b9b8.md>)

Recorded evaluation configuration: {"Backbone":"COSMO-3B","Framework":"Original","Evaluator":"Claude"}. This record does not assert independent reproduction.

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