# Persona Discovery on Qwen3-30B Large Target

Source: [Persona Discovery on Qwen3-30B Large Target](<https://www.sota2.com/research/sota/persona-discovery-on-qwen3-30b-large-target>)

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

Data updated: 2026-04-28T09:39:52.945Z

Evaluation of the Qwen3-30B Large Target model's capability in Persona Discovery, measured by the Similarity Score.

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 | Persona Discovery |
| Dataset (including any stated split) | Qwen3-30B Large Target |
| Metric | Similarity Score |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 18 of 18 |
| 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

- [Similarity Score](<https://www.sota2.com/research/sota/persona-discovery-on-qwen3-30b-large-target.md?metric=Similarity%20Score>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Similarity Score | Result date | Report paper |
| --- | --- | --- | --- |
| PD-Agent | 99 | Not recorded | 69f03f3155a3c32af89fa1fa |
| PD-Agent | 98 | Not recorded | 69f03f3155a3c32af89fa1fa |
| PD-Agent | 97 | Not recorded | 69f03f3155a3c32af89fa1fa |
| PD-Agent | 96 | Not recorded | 69f03f3155a3c32af89fa1fa |
| PD-Agent | 94 | Not recorded | 69f03f3155a3c32af89fa1fa |
| PD-Agent | 94 | Not recorded | 69f03f3155a3c32af89fa1fa |
| Freq-Aware | 91 | Not recorded | 69f03f3155a3c32af89fa1fa |
| Freq-Aware | 90 | Not recorded | 69f03f3155a3c32af89fa1fa |
| Vanilla | 89 | Not recorded | 69f03f3155a3c32af89fa1fa |
| Vanilla | 88 | Not recorded | 69f03f3155a3c32af89fa1fa |
| Freq-Aware | 87 | Not recorded | 69f03f3155a3c32af89fa1fa |
| Freq-Aware | 87 | Not recorded | 69f03f3155a3c32af89fa1fa |
| Vanilla | 86 | Not recorded | 69f03f3155a3c32af89fa1fa |
| Vanilla | 85 | Not recorded | 69f03f3155a3c32af89fa1fa |
| Freq-Aware | 84 | Not recorded | 69f03f3155a3c32af89fa1fa |
| Freq-Aware | 83 | Not recorded | 69f03f3155a3c32af89fa1fa |
| Vanilla | 82 | Not recorded | 69f03f3155a3c32af89fa1fa |
| Vanilla | 81 | Not recorded | 69f03f3155a3c32af89fa1fa |

### PD-Agent

Similarity Score: 99. Result ID: 69f0805547f34ce924d6d133.

[Reporting paper](<https://www.sota2.com/research/paper/69f03f3155a3c32af89fa1fa.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69f03f3155a3c32af89fa1fa.md>)

Recorded evaluation configuration: {"Backbone":"o1-mini (Reasoning)"}. This record does not assert independent reproduction.

### PD-Agent

Similarity Score: 98. Result ID: 69f0805547f34ce924d6d130.

[Reporting paper](<https://www.sota2.com/research/paper/69f03f3155a3c32af89fa1fa.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69f03f3155a3c32af89fa1fa.md>)

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

### PD-Agent

Similarity Score: 97. Result ID: 69f0805547f34ce924d6d12a.

[Reporting paper](<https://www.sota2.com/research/paper/69f03f3155a3c32af89fa1fa.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69f03f3155a3c32af89fa1fa.md>)

Recorded evaluation configuration: {"Backbone":"DeepSeek V3"}. This record does not assert independent reproduction.

### PD-Agent

Similarity Score: 96. Result ID: 69f0805547f34ce924d6d127.

[Reporting paper](<https://www.sota2.com/research/paper/69f03f3155a3c32af89fa1fa.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69f03f3155a3c32af89fa1fa.md>)

Recorded evaluation configuration: {"Backbone":"Gemini 1.5 Pro"}. This record does not assert independent reproduction.

### PD-Agent

Similarity Score: 94. Result ID: 69f0805547f34ce924d6d124.

[Reporting paper](<https://www.sota2.com/research/paper/69f03f3155a3c32af89fa1fa.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69f03f3155a3c32af89fa1fa.md>)

Recorded evaluation configuration: {"Backbone":"Claude 3.5 Sonnet"}. This record does not assert independent reproduction.

### PD-Agent

Similarity Score: 94. Result ID: 69f0805547f34ce924d6d12d.

[Reporting paper](<https://www.sota2.com/research/paper/69f03f3155a3c32af89fa1fa.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69f03f3155a3c32af89fa1fa.md>)

Recorded evaluation configuration: {"Backbone":"Llama-3.1 70B-Inst."}. This record does not assert independent reproduction.

### Freq-Aware

Similarity Score: 91. Result ID: 69f0805547f34ce924d6d132.

[Reporting paper](<https://www.sota2.com/research/paper/69f03f3155a3c32af89fa1fa.md>)

Recorded evaluation configuration: {"Backbone":"o1-mini (Reasoning)"}. This record does not assert independent reproduction.

### Freq-Aware

Similarity Score: 90. Result ID: 69f0805547f34ce924d6d12f.

[Reporting paper](<https://www.sota2.com/research/paper/69f03f3155a3c32af89fa1fa.md>)

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

### Vanilla

Similarity Score: 89. Result ID: 69f0805547f34ce924d6d131.

[Reporting paper](<https://www.sota2.com/research/paper/69f03f3155a3c32af89fa1fa.md>)

Recorded evaluation configuration: {"Backbone":"o1-mini (Reasoning)"}. This record does not assert independent reproduction.

### Vanilla

Similarity Score: 88. Result ID: 69f0805547f34ce924d6d12e.

[Reporting paper](<https://www.sota2.com/research/paper/69f03f3155a3c32af89fa1fa.md>)

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

### Freq-Aware

Similarity Score: 87. Result ID: 69f0805547f34ce924d6d126.

[Reporting paper](<https://www.sota2.com/research/paper/69f03f3155a3c32af89fa1fa.md>)

Recorded evaluation configuration: {"Backbone":"Gemini 1.5 Pro"}. This record does not assert independent reproduction.

### Freq-Aware

Similarity Score: 87. Result ID: 69f0805547f34ce924d6d129.

[Reporting paper](<https://www.sota2.com/research/paper/69f03f3155a3c32af89fa1fa.md>)

Recorded evaluation configuration: {"Backbone":"DeepSeek V3"}. This record does not assert independent reproduction.

### Vanilla

Similarity Score: 86. Result ID: 69f0805547f34ce924d6d125.

[Reporting paper](<https://www.sota2.com/research/paper/69f03f3155a3c32af89fa1fa.md>)

Recorded evaluation configuration: {"Backbone":"Gemini 1.5 Pro"}. This record does not assert independent reproduction.

### Vanilla

Similarity Score: 85. Result ID: 69f0805547f34ce924d6d128.

[Reporting paper](<https://www.sota2.com/research/paper/69f03f3155a3c32af89fa1fa.md>)

Recorded evaluation configuration: {"Backbone":"DeepSeek V3"}. This record does not assert independent reproduction.

### Freq-Aware

Similarity Score: 84. Result ID: 69f0805547f34ce924d6d12c.

[Reporting paper](<https://www.sota2.com/research/paper/69f03f3155a3c32af89fa1fa.md>)

Recorded evaluation configuration: {"Backbone":"Llama-3.1 70B-Inst."}. This record does not assert independent reproduction.

### Freq-Aware

Similarity Score: 83. Result ID: 69f0805547f34ce924d6d123.

[Reporting paper](<https://www.sota2.com/research/paper/69f03f3155a3c32af89fa1fa.md>)

Recorded evaluation configuration: {"Backbone":"Claude 3.5 Sonnet"}. This record does not assert independent reproduction.

### Vanilla

Similarity Score: 82. Result ID: 69f0805547f34ce924d6d12b.

[Reporting paper](<https://www.sota2.com/research/paper/69f03f3155a3c32af89fa1fa.md>)

Recorded evaluation configuration: {"Backbone":"Llama-3.1 70B-Inst."}. This record does not assert independent reproduction.

### Vanilla

Similarity Score: 81. Result ID: 69f0805547f34ce924d6d122.

[Reporting paper](<https://www.sota2.com/research/paper/69f03f3155a3c32af89fa1fa.md>)

Recorded evaluation configuration: {"Backbone":"Claude 3.5 Sonnet"}. This record does not assert independent reproduction.

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