# Dialogue Style Evaluation on SFT Dialogue

Source: [Dialogue Style Evaluation on SFT Dialogue](<https://www.sota2.com/research/sota/dialogue-style-evaluation-on-sft-dialogue>)

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

Data updated: 2026-03-25T14:16:47.899Z

Evaluation of dialogue style performance on the SFT Dialogue dataset, measured using a Style metric.

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 Style Evaluation |
| Dataset (including any stated split) | SFT Dialogue |
| Metric | Style Score |
| 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

- [Style Score](<https://www.sota2.com/research/sota/dialogue-style-evaluation-on-sft-dialogue.md?metric=Style%20Score>): Higher is better; unit: SCALAR.

## Recorded results

| Method | Style Score | Result date | Report paper |
| --- | --- | --- | --- |
| Post-trained | 1.709 | Not recorded | 69c36c190636e5bf4afc651f |
| AWQ-W8A8 | 1.399 | Not recorded | 69c36c190636e5bf4afc651f |
| SmoothQuant | 1.378 | Not recorded | 69c36c190636e5bf4afc651f |
| AbsMax | 1.323 | Not recorded | 69c36c190636e5bf4afc651f |
| AbsMax | 1.081 | Not recorded | 69c36c190636e5bf4afc651f |
| Base | 0.215 | Not recorded | 69c36c190636e5bf4afc651f |

### Post-trained

Style Score: 1.709. Result ID: 69c3ece347f34ce924adad73.

[Reporting paper](<https://www.sota2.com/research/paper/69c36c190636e5bf4afc651f.md>)

Recorded evaluation configuration: {"Precision":"BF16"}. This record does not assert independent reproduction.

### AWQ-W8A8

Style Score: 1.399. Result ID: 69c3ece347f34ce924adad77.

[Reporting paper](<https://www.sota2.com/research/paper/69c36c190636e5bf4afc651f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa74241e209131cea5ff11.md>)

Recorded evaluation configuration: {"Precision":"FP8","Quantization Granularity":"channel"}. This record does not assert independent reproduction.

### SmoothQuant

Style Score: 1.378. Result ID: 69c3ece347f34ce924adad76.

[Reporting paper](<https://www.sota2.com/research/paper/69c36c190636e5bf4afc651f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72c01e209131cea58607.md>)

Recorded evaluation configuration: {"Precision":"FP8","Quantization Granularity":"channel"}. This record does not assert independent reproduction.

### AbsMax

Style Score: 1.323. Result ID: 69c3ece347f34ce924adad75.

[Reporting paper](<https://www.sota2.com/research/paper/69c36c190636e5bf4afc651f.md>)

Recorded evaluation configuration: {"Precision":"FP8","Quantization Granularity":"channel"}. This record does not assert independent reproduction.

### AbsMax

Style Score: 1.081. Result ID: 69c3ece347f34ce924adad74.

[Reporting paper](<https://www.sota2.com/research/paper/69c36c190636e5bf4afc651f.md>)

Recorded evaluation configuration: {"Precision":"FP8","Quantization Granularity":"block"}. This record does not assert independent reproduction.

### Base

Style Score: 0.215. Result ID: 69c3ece347f34ce924adad72.

[Reporting paper](<https://www.sota2.com/research/paper/69c36c190636e5bf4afc651f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77001e209131cea7066a.md>)

Recorded evaluation configuration: {"Precision":"BF16"}. This record does not assert independent reproduction.

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