# Multi-party cognitive stimulation dialogue on Real-world Cognitive Stimulation Dialogue dataset (test)

Source: [Multi-party cognitive stimulation dialogue on Real-world Cognitive Stimulation Dialogue dataset (test)](<https://www.sota2.com/research/sota/multi-party-cognitive-stimulation-dialogue-on-real-world-cognitive-stimulation-dialogue-dataset-test>)

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

Data updated: 2026-03-12T07:13:29.340Z

Evaluation of multi-party cognitive stimulation dialogue systems using win/loss/tie metrics on the test split of the Real-world Cognitive Stimulation Dialogue dataset.

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 | Multi-party cognitive stimulation dialogue |
| Dataset (including any stated split) | Real-world Cognitive Stimulation Dialogue dataset (test) |
| Metric | Win Rate |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 8 of 8 |
| 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/multi-party-cognitive-stimulation-dialogue-on-real-world-cognitive-stimulation-dialogue-dataset-test.md?metric=Win%20Rate>): Higher is better; unit: PERCENT.

- [Loss Rate](<https://www.sota2.com/research/sota/multi-party-cognitive-stimulation-dialogue-on-real-world-cognitive-stimulation-dialogue-dataset-test.md?metric=Loss%20Rate>): Lower is better; unit: PERCENT.

- [Tie Rate](<https://www.sota2.com/research/sota/multi-party-cognitive-stimulation-dialogue-on-real-world-cognitive-stimulation-dialogue-dataset-test.md?metric=Tie%20Rate>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Win Rate | Result date | Report paper |
| --- | --- | --- | --- |
| GCSD-3b | 75 | Not recorded | 69b24864d030084c22e2f71f |
| GCSD-3b | 73 | Not recorded | 69b24864d030084c22e2f71f |
| GCSD-3b | 60 | Not recorded | 69b24864d030084c22e2f71f |
| GCSD-3b | 58 | Not recorded | 69b24864d030084c22e2f71f |
| GCSD-3b | 58 | Not recorded | 69b24864d030084c22e2f71f |
| GCSD-3b | 55 | Not recorded | 69b24864d030084c22e2f71f |
| GCSD-3b | 50 | Not recorded | 69b24864d030084c22e2f71f |
| GCSD-3b | 43 | Not recorded | 69b24864d030084c22e2f71f |

### GCSD-3b

Win Rate: 75. Result ID: 69b265df6dbb7075b95c8297.

[Reporting paper](<https://www.sota2.com/research/paper/69b24864d030084c22e2f71f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69b24864d030084c22e2f71f.md>)

Recorded evaluation configuration: {"baseline\_comparison":"ERNIE"}. This record does not assert independent reproduction.

### GCSD-3b

Win Rate: 73. Result ID: 69b265df6dbb7075b95c8298.

[Reporting paper](<https://www.sota2.com/research/paper/69b24864d030084c22e2f71f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69b24864d030084c22e2f71f.md>)

Recorded evaluation configuration: {"baseline\_comparison":"GLM-4-Plus"}. This record does not assert independent reproduction.

### GCSD-3b

Win Rate: 60. Result ID: 69b265df6dbb7075b95c8299.

[Reporting paper](<https://www.sota2.com/research/paper/69b24864d030084c22e2f71f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69b24864d030084c22e2f71f.md>)

Recorded evaluation configuration: {"baseline\_comparison":"Doubao-Pro"}. This record does not assert independent reproduction.

### GCSD-3b

Win Rate: 58. Result ID: 69b265df6dbb7075b95c829a.

[Reporting paper](<https://www.sota2.com/research/paper/69b24864d030084c22e2f71f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69b24864d030084c22e2f71f.md>)

Recorded evaluation configuration: {"baseline\_comparison":"ChatGPT"}. This record does not assert independent reproduction.

### GCSD-3b

Win Rate: 58. Result ID: 69b265df6dbb7075b95c829c.

[Reporting paper](<https://www.sota2.com/research/paper/69b24864d030084c22e2f71f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69b24864d030084c22e2f71f.md>)

Recorded evaluation configuration: {"baseline\_comparison":"LLaMA-3.1-405B"}. This record does not assert independent reproduction.

### GCSD-3b

Win Rate: 55. Result ID: 69b265df6dbb7075b95c829e.

[Reporting paper](<https://www.sota2.com/research/paper/69b24864d030084c22e2f71f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69b24864d030084c22e2f71f.md>)

Recorded evaluation configuration: {"baseline\_comparison":"Qwen-Max"}. This record does not assert independent reproduction.

### GCSD-3b

Win Rate: 50. Result ID: 69b265df6dbb7075b95c829b.

[Reporting paper](<https://www.sota2.com/research/paper/69b24864d030084c22e2f71f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69b24864d030084c22e2f71f.md>)

Recorded evaluation configuration: {"baseline\_comparison":"GPT-4o"}. This record does not assert independent reproduction.

### GCSD-3b

Win Rate: 43. Result ID: 69b265df6dbb7075b95c829d.

[Reporting paper](<https://www.sota2.com/research/paper/69b24864d030084c22e2f71f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69b24864d030084c22e2f71f.md>)

Recorded evaluation configuration: {"baseline\_comparison":"DeepSeek-671B"}. This record does not assert independent reproduction.

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