# Dialogue Style Transfer on Anime-style dialogue evaluation set (test)

Source: [Dialogue Style Transfer on Anime-style dialogue evaluation set (test)](<https://www.sota2.com/research/sota/dialogue-style-transfer-on-anime-style-dialogue-evaluation-set-test>)

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

Data updated: 2026-03-09T07:50:56.098Z

Evaluation of Dialogue Style Transfer performance on the test split of the Anime-style dialogue evaluation set, measured using Semantic similarity, Style Logic, and Naturalness scores.

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 Transfer |
| Dataset (including any stated split) | Anime-style dialogue evaluation set (test) |
| Metric | Semantic Similarity |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 7 of 7 |
| 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

- [Semantic Similarity](<https://www.sota2.com/research/sota/dialogue-style-transfer-on-anime-style-dialogue-evaluation-set-test.md?metric=Semantic%20Similarity>): Higher is better; unit: SCALAR.

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

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

## Recorded results

| Method | Semantic Similarity | Result date | Report paper |
| --- | --- | --- | --- |
| Baseline D | 4.4 | Not recorded | 69ae53d92d603e6de3e42817 |
| Model v2 | 4.29 | Not recorded | 69ae53d92d603e6de3e42817 |
| Model v2 | 3.87 | Not recorded | 69ae53d92d603e6de3e42817 |
| Model v1 | 3.75 | Not recorded | 69ae53d92d603e6de3e42817 |
| Baseline C | 3.12 | Not recorded | 69ae53d92d603e6de3e42817 |
| Baseline B | 3 | Not recorded | 69ae53d92d603e6de3e42817 |
| Baseline A | 1.63 | Not recorded | 69ae53d92d603e6de3e42817 |

### Baseline D

Semantic Similarity: 4.4. Result ID: 69ae7bd06dbb7075b9565df4.

[Reporting paper](<https://www.sota2.com/research/paper/69ae53d92d603e6de3e42817.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7a891e209131cea83c41.md>)

Recorded evaluation configuration: {"mode":"Prompt-based under strong constraints"}. This record does not assert independent reproduction.

### Model v2

Semantic Similarity: 4.29. Result ID: 69ae7bd06dbb7075b9565df1.

[Reporting paper](<https://www.sota2.com/research/paper/69ae53d92d603e6de3e42817.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69ae53d92d603e6de3e42817.md>)

Recorded evaluation configuration: {"inference-only":"true"}. This record does not assert independent reproduction.

### Model v2

Semantic Similarity: 3.87. Result ID: 69ae7bd06dbb7075b9565df2.

[Reporting paper](<https://www.sota2.com/research/paper/69ae53d92d603e6de3e42817.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69ae53d92d603e6de3e42817.md>)

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

### Model v1

Semantic Similarity: 3.75. Result ID: 69ae7bd06dbb7075b9565df3.

[Reporting paper](<https://www.sota2.com/research/paper/69ae53d92d603e6de3e42817.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69ae53d92d603e6de3e42817.md>)

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

### Baseline C

Semantic Similarity: 3.12. Result ID: 69ae7bd06dbb7075b9565df6.

[Reporting paper](<https://www.sota2.com/research/paper/69ae53d92d603e6de3e42817.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa788e1e209131cea79116.md>)

Recorded evaluation configuration: {"methodology":"Vanilla SFT"}. This record does not assert independent reproduction.

### Baseline B

Semantic Similarity: 3. Result ID: 69ae7bd06dbb7075b9565df7.

[Reporting paper](<https://www.sota2.com/research/paper/69ae53d92d603e6de3e42817.md>)

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

### Baseline A

Semantic Similarity: 1.63. Result ID: 69ae7bd06dbb7075b9565df5.

[Reporting paper](<https://www.sota2.com/research/paper/69ae53d92d603e6de3e42817.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa788e1e209131cea79116.md>)

Recorded evaluation configuration: {"methodology":"RAG"}. This record does not assert independent reproduction.

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