# Poison Defense ASR on MS MARCO

Source: [Poison Defense ASR on MS MARCO](<https://www.sota2.com/research/sota/poison-defense-asr-on-ms-marco>)

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

Data updated: 2026-05-27T09:04:17.052Z

Evaluation of defense mechanisms against poisoning attacks on the MS MARCO dataset, measured using the Attack Success Rate (ASR) metric.

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 | Poison Defense ASR |
| Dataset (including any stated split) | MS MARCO |
| Metric | ASR |
| Unit | PERCENT |
| Direction | Lower 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

- [ASR](<https://www.sota2.com/research/sota/poison-defense-asr-on-ms-marco.md?metric=ASR>): Lower is better; unit: PERCENT.

## Recorded results

| Method | ASR | Result date | Report paper |
| --- | --- | --- | --- |
| Cordon-MAS | 4.7 | Not recorded | 6a167a85dbd7150506f7ff64 |
| RobustRAG | 9.3 | Not recorded | 6a167a85dbd7150506f7ff64 |
| Debate | 11.6 | Not recorded | 6a167a85dbd7150506f7ff64 |
| Paraphrase | 16.3 | Not recorded | 6a167a85dbd7150506f7ff64 |
| Vanilla RAG | 20.9 | Not recorded | 6a167a85dbd7150506f7ff64 |
| TrustRAG | 23.3 | Not recorded | 6a167a85dbd7150506f7ff64 |

### Cordon-MAS

ASR: 4.7. Result ID: 6a16b383fbc373592c100980.

[Reporting paper](<https://www.sota2.com/research/paper/6a167a85dbd7150506f7ff64.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a167a85dbd7150506f7ff64.md>)

Recorded evaluation configuration: {"Seed":"42"}. This record does not assert independent reproduction.

### RobustRAG

ASR: 9.3. Result ID: 6a16b383fbc373592c10097e.

[Reporting paper](<https://www.sota2.com/research/paper/6a167a85dbd7150506f7ff64.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73511e209131cea5bcf5.md>)

Recorded evaluation configuration: {"Seed":"42"}. This record does not assert independent reproduction.

### Debate

ASR: 11.6. Result ID: 6a16b383fbc373592c10097f.

[Reporting paper](<https://www.sota2.com/research/paper/6a167a85dbd7150506f7ff64.md>)

Recorded evaluation configuration: {"Seed":"42"}. This record does not assert independent reproduction.

### Paraphrase

ASR: 16.3. Result ID: 6a16b383fbc373592c10097c.

[Reporting paper](<https://www.sota2.com/research/paper/6a167a85dbd7150506f7ff64.md>)

Recorded evaluation configuration: {"Seed":"42"}. This record does not assert independent reproduction.

### Vanilla RAG

ASR: 20.9. Result ID: 6a16b383fbc373592c10097b.

[Reporting paper](<https://www.sota2.com/research/paper/6a167a85dbd7150506f7ff64.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69b91e209131cea23c26.md>)

[Implementation](<https://github.com/huggingface/transformers/blob/master/examples/rag/>)

Recorded evaluation configuration: {"Seed":"42"}. This record does not assert independent reproduction.

### TrustRAG

ASR: 23.3. Result ID: 6a16b383fbc373592c10097d.

[Reporting paper](<https://www.sota2.com/research/paper/6a167a85dbd7150506f7ff64.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78b41e209131cea79e07.md>)

Recorded evaluation configuration: {"Seed":"42"}. This record does not assert independent reproduction.

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