# Indirect Prompt Injection Attack on payloads Original

Source: [Indirect Prompt Injection Attack on payloads Original](<https://www.sota2.com/research/sota/indirect-prompt-injection-attack-on-payloads-original>)

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

Data updated: 2026-03-06T08:48:48.612Z

Evaluation of model performance against indirect prompt injection attacks using the payloads Original dataset, measured by Attack Success Rate variants (IA, Gr., AD).

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 | Indirect Prompt Injection Attack |
| Dataset (including any stated split) | payloads Original |
| Metric | Attack Success Rate (IA) |
| 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

- [Attack Success Rate (IA)](<https://www.sota2.com/research/sota/indirect-prompt-injection-attack-on-payloads-original.md?metric=Attack%20Success%20Rate%20(IA)>): Higher is better; unit: PERCENT.

- [Attack Success Rate (Gr.)](<https://www.sota2.com/research/sota/indirect-prompt-injection-attack-on-payloads-original.md?metric=Attack%20Success%20Rate%20(Gr.)>): Higher is better; unit: PERCENT.

- [Attack Success Rate (AD)](<https://www.sota2.com/research/sota/indirect-prompt-injection-attack-on-payloads-original.md?metric=Attack%20Success%20Rate%20(AD)>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Attack Success Rate (IA) | Result date | Report paper |
| --- | --- | --- | --- |
| Undefended | 10 | Not recorded | 68fa7c591e209131cea8db33 |
| ACF | 10 | Not recorded | 68fa7c591e209131cea8db33 |
| LP | 10 | Not recorded | 68fa7c591e209131cea8db33 |
| LF | 0 | Not recorded | 68fa7c591e209131cea8db33 |
| LF | 0 | Not recorded | 68fa7c591e209131cea8db33 |
| LF | 0 | Not recorded | 68fa7c591e209131cea8db33 |
| LF | 0 | Not recorded | 68fa7c591e209131cea8db33 |
| CV (ours) | 0 | Not recorded | 68fa7c591e209131cea8db33 |

### Undefended

Attack Success Rate (IA): 10. Result ID: 69aa94cf6dbb7075b9546d22.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7c591e209131cea8db33.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### ACF

Attack Success Rate (IA): 10. Result ID: 69aa94cf6dbb7075b9546d23.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7c591e209131cea8db33.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### LP

Attack Success Rate (IA): 10. Result ID: 69aa94cf6dbb7075b9546d24.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7c591e209131cea8db33.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7af71e209131cea8604a.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### LF

Attack Success Rate (IA): 0. Result ID: 69aa94cf6dbb7075b9546d25.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7c591e209131cea8db33.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa786c1e209131cea785e3.md>)

Recorded evaluation configuration: {"Backing LLM":"Llama"}. This record does not assert independent reproduction.

### LF

Attack Success Rate (IA): 0. Result ID: 69aa94cf6dbb7075b9546d26.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7c591e209131cea8db33.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa786c1e209131cea785e3.md>)

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

### LF

Attack Success Rate (IA): 0. Result ID: 69aa94cf6dbb7075b9546d27.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7c591e209131cea8db33.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa786c1e209131cea785e3.md>)

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

### LF

Attack Success Rate (IA): 0. Result ID: 69aa94cf6dbb7075b9546d28.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7c591e209131cea8db33.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa786c1e209131cea785e3.md>)

Recorded evaluation configuration: {"Backing LLM":"o4-mini"}. This record does not assert independent reproduction.

### CV (ours)

Attack Success Rate (IA): 0. Result ID: 69aa94cf6dbb7075b9546d29.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7c591e209131cea8db33.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7c591e209131cea8db33.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

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