# Subject Inference Attack on CounterFact

Source: [Subject Inference Attack on CounterFact](<https://www.sota2.com/research/sota/subject-inference-attack-on-counterfact>)

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

Data updated: 2026-02-26T05:35:04.537Z

Evaluation of the Subject Inference Attack task performance using the CounterFact 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 | Subject inference attack |
| Dataset (including any stated split) | CounterFact |
| Metric | Attack Performance |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 6 of 6 |
| 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

- [Attack Performance](<https://www.sota2.com/research/sota/subject-inference-attack-on-counterfact.md?metric=Attack%20Performance>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Attack Performance | Result date | Report paper |
| --- | --- | --- | --- |
| KSTER | 100 | Not recorded | 698d5e62c97a0b3e3b5e3c5a |
| Gray-box Attack | 100 | Not recorded | 698d5e62c97a0b3e3b5e3c5a |
| KSTER | 100 | Not recorded | 698d5e62c97a0b3e3b5e3c5a |
| Gray-box Attack | 100 | Not recorded | 698d5e62c97a0b3e3b5e3c5a |
| KSTER | 100 | Not recorded | 698d5e62c97a0b3e3b5e3c5a |
| Gray-box Attack | 100 | Not recorded | 698d5e62c97a0b3e3b5e3c5a |

### KSTER

Attack Performance: 100. Result ID: 6996db375698665ec427a988.

[Reporting paper](<https://www.sota2.com/research/paper/698d5e62c97a0b3e3b5e3c5a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/698d5e62c97a0b3e3b5e3c5a.md>)

Recorded evaluation configuration: {"Model":"GPT-J","Attack Setting":"White-box","Editing Method":"ROME","Edit Scale":"Single-edit"}. This record does not assert independent reproduction.

### Gray-box Attack

Attack Performance: 100. Result ID: 6996db375698665ec427a989.

[Reporting paper](<https://www.sota2.com/research/paper/698d5e62c97a0b3e3b5e3c5a.md>)

Recorded evaluation configuration: {"Model":"GPT-J","Attack Setting":"Gray-box","Editing Method":"ROME","Edit Scale":"Single-edit"}. This record does not assert independent reproduction.

### KSTER

Attack Performance: 100. Result ID: 6996db375698665ec427a98a.

[Reporting paper](<https://www.sota2.com/research/paper/698d5e62c97a0b3e3b5e3c5a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/698d5e62c97a0b3e3b5e3c5a.md>)

Recorded evaluation configuration: {"Model":"Llama-3-Instruct","Attack Setting":"White-box","Editing Method":"ROME","Edit Scale":"Single-edit"}. This record does not assert independent reproduction.

### Gray-box Attack

Attack Performance: 100. Result ID: 6996db375698665ec427a98b.

[Reporting paper](<https://www.sota2.com/research/paper/698d5e62c97a0b3e3b5e3c5a.md>)

Recorded evaluation configuration: {"Model":"Llama-3-Instruct","Attack Setting":"Gray-box","Editing Method":"ROME","Edit Scale":"Single-edit"}. This record does not assert independent reproduction.

### KSTER

Attack Performance: 100. Result ID: 6996db375698665ec427a98c.

[Reporting paper](<https://www.sota2.com/research/paper/698d5e62c97a0b3e3b5e3c5a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/698d5e62c97a0b3e3b5e3c5a.md>)

Recorded evaluation configuration: {"Model":"Qwen-2.5-Instruct","Attack Setting":"White-box","Editing Method":"ROME","Edit Scale":"Single-edit"}. This record does not assert independent reproduction.

### Gray-box Attack

Attack Performance: 100. Result ID: 6996db375698665ec427a98d.

[Reporting paper](<https://www.sota2.com/research/paper/698d5e62c97a0b3e3b5e3c5a.md>)

Recorded evaluation configuration: {"Model":"Qwen-2.5-Instruct","Attack Setting":"Gray-box","Editing Method":"ROME","Edit Scale":"Single-edit"}. This record does not assert independent reproduction.

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