# Assistant Response Generation on WildBench v2

Source: [Assistant Response Generation on WildBench v2](<https://www.sota2.com/research/sota/assistant-response-generation-on-wildbench-v2>)

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

Data updated: 2026-05-12T13:02:17.840Z

Evaluation of model performance on Assistant Response Generation using the WildBench v2 dataset, measured by Win Rate and Satisfaction Rate.

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 | Assistant Response Generation |
| Dataset (including any stated split) | WildBench v2 |
| Metric | Win Rate |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 25 of 25 |
| 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

- [Win Rate](<https://www.sota2.com/research/sota/assistant-response-generation-on-wildbench-v2.md?metric=Win%20Rate>): Higher is better; unit: PERCENT.

- [Satisfaction Rate](<https://www.sota2.com/research/sota/assistant-response-generation-on-wildbench-v2.md?metric=Satisfaction%20Rate>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Win Rate | Result date | Report paper |
| --- | --- | --- | --- |
| SFTUSER | 68.4 | Not recorded | 6a02b44bdbc836b87d824980 |
| SFTUSER | 63.9 | Not recorded | 6a02b44bdbc836b87d824980 |
| RPUSER3 | 61.3 | Not recorded | 6a02b44bdbc836b87d824980 |
| SFTUSER | 60 | Not recorded | 6a02b44bdbc836b87d824980 |
| RPUSER2 | 59.9 | Not recorded | 6a02b44bdbc836b87d824980 |
| SFTUSER | 58.5 | Not recorded | 6a02b44bdbc836b87d824980 |
| RPUSER3 | 56.6 | Not recorded | 6a02b44bdbc836b87d824980 |
| RPUSER1 | 55.4 | Not recorded | 6a02b44bdbc836b87d824980 |
| RPUSER2 | 55.2 | Not recorded | 6a02b44bdbc836b87d824980 |
| RPUSER3 | 51 | Not recorded | 6a02b44bdbc836b87d824980 |
| RPUSER2 | 49 | Not recorded | 6a02b44bdbc836b87d824980 |
| RPUSER1 | 44.8 | Not recorded | 6a02b44bdbc836b87d824980 |
| Initial assistant | 44.6 | Not recorded | 6a02b44bdbc836b87d824980 |
| RPUSER1 | 43.4 | Not recorded | 6a02b44bdbc836b87d824980 |
| RPUSER3 | 41.5 | Not recorded | 6a02b44bdbc836b87d824980 |
| Initial assistant | 40.1 | Not recorded | 6a02b44bdbc836b87d824980 |
| RPUSER2 | 40 | Not recorded | 6a02b44bdbc836b87d824980 |
| Initial assistant | 38.7 | Not recorded | 6a02b44bdbc836b87d824980 |
| RPUSER1 | 36.1 | Not recorded | 6a02b44bdbc836b87d824980 |
| Initial assistant | 31.6 | Not recorded | 6a02b44bdbc836b87d824980 |

### SFTUSER

Win Rate: 68.4. Result ID: 6a0324d947f34ce924e77eca.

[Reporting paper](<https://www.sota2.com/research/paper/6a02b44bdbc836b87d824980.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a02b44bdbc836b87d824980.md>)

Recorded evaluation configuration: {"Opponent":"Initial"}. This record does not assert independent reproduction.

### SFTUSER

Win Rate: 63.9. Result ID: 6a0324d947f34ce924e77ecb.

[Reporting paper](<https://www.sota2.com/research/paper/6a02b44bdbc836b87d824980.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a02b44bdbc836b87d824980.md>)

Recorded evaluation configuration: {"Opponent":"RPUSER1"}. This record does not assert independent reproduction.

### RPUSER3

Win Rate: 61.3. Result ID: 6a0324d947f34ce924e77ec6.

[Reporting paper](<https://www.sota2.com/research/paper/6a02b44bdbc836b87d824980.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a02b44bdbc836b87d824980.md>)

Recorded evaluation configuration: {"Opponent":"Initial"}. This record does not assert independent reproduction.

### SFTUSER

Win Rate: 60. Result ID: 6a0324d947f34ce924e77ecc.

[Reporting paper](<https://www.sota2.com/research/paper/6a02b44bdbc836b87d824980.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a02b44bdbc836b87d824980.md>)

Recorded evaluation configuration: {"Opponent":"RPUSER2"}. This record does not assert independent reproduction.

### RPUSER2

Win Rate: 59.9. Result ID: 6a0324d947f34ce924e77ec2.

[Reporting paper](<https://www.sota2.com/research/paper/6a02b44bdbc836b87d824980.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a02b44bdbc836b87d824980.md>)

Recorded evaluation configuration: {"Opponent":"Initial"}. This record does not assert independent reproduction.

### SFTUSER

Win Rate: 58.5. Result ID: 6a0324d947f34ce924e77ecd.

[Reporting paper](<https://www.sota2.com/research/paper/6a02b44bdbc836b87d824980.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a02b44bdbc836b87d824980.md>)

Recorded evaluation configuration: {"Opponent":"RPUSER3"}. This record does not assert independent reproduction.

### RPUSER3

Win Rate: 56.6. Result ID: 6a0324d947f34ce924e77ec7.

[Reporting paper](<https://www.sota2.com/research/paper/6a02b44bdbc836b87d824980.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a02b44bdbc836b87d824980.md>)

Recorded evaluation configuration: {"Opponent":"RPUSER1"}. This record does not assert independent reproduction.

### RPUSER1

Win Rate: 55.4. Result ID: 6a0324d947f34ce924e77ebe.

[Reporting paper](<https://www.sota2.com/research/paper/6a02b44bdbc836b87d824980.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a02b44bdbc836b87d824980.md>)

Recorded evaluation configuration: {"Opponent":"Initial"}. This record does not assert independent reproduction.

### RPUSER2

Win Rate: 55.2. Result ID: 6a0324d947f34ce924e77ec3.

[Reporting paper](<https://www.sota2.com/research/paper/6a02b44bdbc836b87d824980.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a02b44bdbc836b87d824980.md>)

Recorded evaluation configuration: {"Opponent":"RPUSER1"}. This record does not assert independent reproduction.

### RPUSER3

Win Rate: 51. Result ID: 6a0324d947f34ce924e77ec8.

[Reporting paper](<https://www.sota2.com/research/paper/6a02b44bdbc836b87d824980.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a02b44bdbc836b87d824980.md>)

Recorded evaluation configuration: {"Opponent":"RPUSER2"}. This record does not assert independent reproduction.

### RPUSER2

Win Rate: 49. Result ID: 6a0324d947f34ce924e77ec4.

[Reporting paper](<https://www.sota2.com/research/paper/6a02b44bdbc836b87d824980.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a02b44bdbc836b87d824980.md>)

Recorded evaluation configuration: {"Opponent":"RPUSER3"}. This record does not assert independent reproduction.

### RPUSER1

Win Rate: 44.8. Result ID: 6a0324d947f34ce924e77ebf.

[Reporting paper](<https://www.sota2.com/research/paper/6a02b44bdbc836b87d824980.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a02b44bdbc836b87d824980.md>)

Recorded evaluation configuration: {"Opponent":"RPUSER2"}. This record does not assert independent reproduction.

### Initial assistant

Win Rate: 44.6. Result ID: 6a0324d947f34ce924e77eba.

[Reporting paper](<https://www.sota2.com/research/paper/6a02b44bdbc836b87d824980.md>)

Recorded evaluation configuration: {"Opponent":"RPUSER1"}. This record does not assert independent reproduction.

### RPUSER1

Win Rate: 43.4. Result ID: 6a0324d947f34ce924e77ec0.

[Reporting paper](<https://www.sota2.com/research/paper/6a02b44bdbc836b87d824980.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a02b44bdbc836b87d824980.md>)

Recorded evaluation configuration: {"Opponent":"RPUSER3"}. This record does not assert independent reproduction.

### RPUSER3

Win Rate: 41.5. Result ID: 6a0324d947f34ce924e77ec9.

[Reporting paper](<https://www.sota2.com/research/paper/6a02b44bdbc836b87d824980.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a02b44bdbc836b87d824980.md>)

Recorded evaluation configuration: {"Opponent":"SFTUSER"}. This record does not assert independent reproduction.

### Initial assistant

Win Rate: 40.1. Result ID: 6a0324d947f34ce924e77ebb.

[Reporting paper](<https://www.sota2.com/research/paper/6a02b44bdbc836b87d824980.md>)

Recorded evaluation configuration: {"Opponent":"RPUSER2"}. This record does not assert independent reproduction.

### RPUSER2

Win Rate: 40. Result ID: 6a0324d947f34ce924e77ec5.

[Reporting paper](<https://www.sota2.com/research/paper/6a02b44bdbc836b87d824980.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a02b44bdbc836b87d824980.md>)

Recorded evaluation configuration: {"Opponent":"SFTUSER"}. This record does not assert independent reproduction.

### Initial assistant

Win Rate: 38.7. Result ID: 6a0324d947f34ce924e77ebc.

[Reporting paper](<https://www.sota2.com/research/paper/6a02b44bdbc836b87d824980.md>)

Recorded evaluation configuration: {"Opponent":"RPUSER3"}. This record does not assert independent reproduction.

### RPUSER1

Win Rate: 36.1. Result ID: 6a0324d947f34ce924e77ec1.

[Reporting paper](<https://www.sota2.com/research/paper/6a02b44bdbc836b87d824980.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a02b44bdbc836b87d824980.md>)

Recorded evaluation configuration: {"Opponent":"SFTUSER"}. This record does not assert independent reproduction.

### Initial assistant

Win Rate: 31.6. Result ID: 6a0324d947f34ce924e77ebd.

[Reporting paper](<https://www.sota2.com/research/paper/6a02b44bdbc836b87d824980.md>)

Recorded evaluation configuration: {"Opponent":"SFTUSER"}. This record does not assert independent reproduction.

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