# Privacy Extraction on PersonaMem v2 (test)

Source: [Privacy Extraction on PersonaMem v2 (test)](<https://www.sota2.com/research/sota/privacy-extraction-on-personamem-v2-test>)

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

Data updated: 2026-05-12T12:24:57.887Z

Evaluation of model performance on extracting privacy-sensitive information from the PersonaMem v2 test set, measured by F1, Precision, Recall, and inference time.

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 | Privacy Extraction |
| Dataset (including any stated split) | PersonaMem v2 (test) |
| Metric | F1 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

- [F1 Score](<https://www.sota2.com/research/sota/privacy-extraction-on-personamem-v2-test.md?metric=F1%20Score>): Higher is better; unit: PERCENT.

- [Precision](<https://www.sota2.com/research/sota/privacy-extraction-on-personamem-v2-test.md?metric=Precision>): Higher is better; unit: PERCENT.

- [Recall](<https://www.sota2.com/research/sota/privacy-extraction-on-personamem-v2-test.md?metric=Recall>): Higher is better; unit: PERCENT.

- [Inference Time (s)](<https://www.sota2.com/research/sota/privacy-extraction-on-personamem-v2-test.md?metric=Inference%20Time%20(s)>): Lower is better; unit: TIME.

## Recorded results

| Method | F1 Score | Result date | Report paper |
| --- | --- | --- | --- |
| MemPrivacy-4B-RL | 0.9448 | Not recorded | 6a02b46cdbc836b87d824b78 |
| MemPrivacy-4B-SFT | 0.9443 | Not recorded | 6a02b46cdbc836b87d824b78 |
| MemPrivacy-1.7B-RL | 0.9402 | Not recorded | 6a02b46cdbc836b87d824b78 |
| MemPrivacy-0.6B-RL | 0.934 | Not recorded | 6a02b46cdbc836b87d824b78 |
| MemPrivacy-1.7B-SFT | 0.9316 | Not recorded | 6a02b46cdbc836b87d824b78 |
| DeepSeek-V3.2-Think | 0.9218 | Not recorded | 6a02b46cdbc836b87d824b78 |
| MemPrivacy-0.6B-SFT | 0.9208 | Not recorded | 6a02b46cdbc836b87d824b78 |
| GPT-5.2 | 0.8806 | Not recorded | 6a02b46cdbc836b87d824b78 |
| GLM-5 | 0.8787 | Not recorded | 6a02b46cdbc836b87d824b78 |
| Kimi-K2 | 0.8735 | Not recorded | 6a02b46cdbc836b87d824b78 |
| LongCat-Flash-Chat | 0.8679 | Not recorded | 6a02b46cdbc836b87d824b78 |
| DeepSeek-V3.2 | 0.8661 | Not recorded | 6a02b46cdbc836b87d824b78 |
| Gemini-3.1-Pro | 0.8659 | Not recorded | 6a02b46cdbc836b87d824b78 |
| Qwen3-4B | 0.8636 | Not recorded | 6a02b46cdbc836b87d824b78 |
| DeepSeek-V3.1-Terminus | 0.8591 | Not recorded | 6a02b46cdbc836b87d824b78 |
| OpenAI-Privacy-Filter | 0.8527 | Not recorded | 6a02b46cdbc836b87d824b78 |
| Qwen3-0.6B | 0.0932 | Not recorded | 6a02b46cdbc836b87d824b78 |
| Qwen3-1.7B | 0.0692 | Not recorded | 6a02b46cdbc836b87d824b78 |

### MemPrivacy-4B-RL

F1 Score: 0.9448. Result ID: 6a031bfc47f34ce924e74177.

[Reporting paper](<https://www.sota2.com/research/paper/6a02b46cdbc836b87d824b78.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a02b46cdbc836b87d824b78.md>)

[Implementation](<https://github.com/MemTensor/MemPrivacy>)

Recorded evaluation configuration: {"Model Category":"Privacy Models","Model Scale":"4B","Training Stage":"RL"}. This record does not assert independent reproduction.

### MemPrivacy-4B-SFT

F1 Score: 0.9443. Result ID: 6a031bfc47f34ce924e74174.

[Reporting paper](<https://www.sota2.com/research/paper/6a02b46cdbc836b87d824b78.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a02b46cdbc836b87d824b78.md>)

[Implementation](<https://github.com/MemTensor/MemPrivacy>)

Recorded evaluation configuration: {"Model Category":"Privacy Models","Model Scale":"4B","Training Stage":"SFT"}. This record does not assert independent reproduction.

### MemPrivacy-1.7B-RL

F1 Score: 0.9402. Result ID: 6a031bfc47f34ce924e74176.

[Reporting paper](<https://www.sota2.com/research/paper/6a02b46cdbc836b87d824b78.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a02b46cdbc836b87d824b78.md>)

[Implementation](<https://github.com/MemTensor/MemPrivacy>)

Recorded evaluation configuration: {"Model Category":"Privacy Models","Model Scale":"1.7B","Training Stage":"RL"}. This record does not assert independent reproduction.

### MemPrivacy-0.6B-RL

F1 Score: 0.934. Result ID: 6a031bfc47f34ce924e74175.

[Reporting paper](<https://www.sota2.com/research/paper/6a02b46cdbc836b87d824b78.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a02b46cdbc836b87d824b78.md>)

[Implementation](<https://github.com/MemTensor/MemPrivacy>)

Recorded evaluation configuration: {"Model Category":"Privacy Models","Model Scale":"0.6B","Training Stage":"RL"}. This record does not assert independent reproduction.

### MemPrivacy-1.7B-SFT

F1 Score: 0.9316. Result ID: 6a031bfc47f34ce924e74173.

[Reporting paper](<https://www.sota2.com/research/paper/6a02b46cdbc836b87d824b78.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a02b46cdbc836b87d824b78.md>)

[Implementation](<https://github.com/MemTensor/MemPrivacy>)

Recorded evaluation configuration: {"Model Category":"Privacy Models","Model Scale":"1.7B","Training Stage":"SFT"}. This record does not assert independent reproduction.

### DeepSeek-V3.2-Think

F1 Score: 0.9218. Result ID: 6a031bfc47f34ce924e7416f.

[Reporting paper](<https://www.sota2.com/research/paper/6a02b46cdbc836b87d824b78.md>)

Recorded evaluation configuration: {"Model Category":"General Models"}. This record does not assert independent reproduction.

### MemPrivacy-0.6B-SFT

F1 Score: 0.9208. Result ID: 6a031bfc47f34ce924e74172.

[Reporting paper](<https://www.sota2.com/research/paper/6a02b46cdbc836b87d824b78.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a02b46cdbc836b87d824b78.md>)

[Implementation](<https://github.com/MemTensor/MemPrivacy>)

Recorded evaluation configuration: {"Model Category":"Privacy Models","Model Scale":"0.6B","Training Stage":"SFT"}. This record does not assert independent reproduction.

### GPT-5.2

F1 Score: 0.8806. Result ID: 6a031bfc47f34ce924e7416c.

[Reporting paper](<https://www.sota2.com/research/paper/6a02b46cdbc836b87d824b78.md>)

Recorded evaluation configuration: {"Model Category":"General Models"}. This record does not assert independent reproduction.

### GLM-5

F1 Score: 0.8787. Result ID: 6a031bfc47f34ce924e7416e.

[Reporting paper](<https://www.sota2.com/research/paper/6a02b46cdbc836b87d824b78.md>)

Recorded evaluation configuration: {"Model Category":"General Models"}. This record does not assert independent reproduction.

### Kimi-K2

F1 Score: 0.8735. Result ID: 6a031bfc47f34ce924e7416d.

[Reporting paper](<https://www.sota2.com/research/paper/6a02b46cdbc836b87d824b78.md>)

Recorded evaluation configuration: {"Model Category":"General Models"}. This record does not assert independent reproduction.

### LongCat-Flash-Chat

F1 Score: 0.8679. Result ID: 6a031bfc47f34ce924e74169.

[Reporting paper](<https://www.sota2.com/research/paper/6a02b46cdbc836b87d824b78.md>)

Recorded evaluation configuration: {"Model Category":"General Models"}. This record does not assert independent reproduction.

### DeepSeek-V3.2

F1 Score: 0.8661. Result ID: 6a031bfc47f34ce924e7416b.

[Reporting paper](<https://www.sota2.com/research/paper/6a02b46cdbc836b87d824b78.md>)

Recorded evaluation configuration: {"Model Category":"General Models"}. This record does not assert independent reproduction.

### Gemini-3.1-Pro

F1 Score: 0.8659. Result ID: 6a031bfc47f34ce924e74170.

[Reporting paper](<https://www.sota2.com/research/paper/6a02b46cdbc836b87d824b78.md>)

Recorded evaluation configuration: {"Model Category":"General Models"}. This record does not assert independent reproduction.

### Qwen3-4B

F1 Score: 0.8636. Result ID: 6a031bfc47f34ce924e74168.

[Reporting paper](<https://www.sota2.com/research/paper/6a02b46cdbc836b87d824b78.md>)

Recorded evaluation configuration: {"Model Category":"General Models","Model Scale":"4B"}. This record does not assert independent reproduction.

### DeepSeek-V3.1-Terminus

F1 Score: 0.8591. Result ID: 6a031bfc47f34ce924e7416a.

[Reporting paper](<https://www.sota2.com/research/paper/6a02b46cdbc836b87d824b78.md>)

Recorded evaluation configuration: {"Model Category":"General Models"}. This record does not assert independent reproduction.

### OpenAI-Privacy-Filter

F1 Score: 0.8527. Result ID: 6a031bfc47f34ce924e74171.

[Reporting paper](<https://www.sota2.com/research/paper/6a02b46cdbc836b87d824b78.md>)

Recorded evaluation configuration: {"Model Category":"Privacy Models","Type":"Token-classification"}. This record does not assert independent reproduction.

### Qwen3-0.6B

F1 Score: 0.0932. Result ID: 6a031bfc47f34ce924e74166.

[Reporting paper](<https://www.sota2.com/research/paper/6a02b46cdbc836b87d824b78.md>)

Recorded evaluation configuration: {"Model Category":"General Models","Model Scale":"0.6B"}. This record does not assert independent reproduction.

### Qwen3-1.7B

F1 Score: 0.0692. Result ID: 6a031bfc47f34ce924e74167.

[Reporting paper](<https://www.sota2.com/research/paper/6a02b46cdbc836b87d824b78.md>)

Recorded evaluation configuration: {"Model Category":"General Models","Model Scale":"1.7B"}. This record does not assert independent reproduction.

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