# Question Answering on NQ poison @ Position 1, k=10 (test) Source: [Question Answering on NQ poison @ Position 1, k=10 (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T06:02:23.799Z Evaluation of model performance on the Natural Questions (NQ) dataset under specific poisoning attack conditions (Position 1, k=10), measured by Robustness Accuracy. 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 | Question Answering | | Dataset (including any stated split) | NQ poison @ Position 1, k=10 (test) | | Metric | Robustness Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 15 of 15 | | 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 - [Robustness Accuracy](): Higher is better; unit: PERCENT. ## Recorded results | Method | Robustness Accuracy | Result date | Report paper | | --- | --- | --- | --- | | MIS | 64.2 | Not recorded | 68fa7bb31e209131cea89fbe | | Vanilla RAG | 58.6 | Not recorded | 68fa7bb31e209131cea89fbe | | RobustRAG | 58 | Not recorded | 68fa7bb31e209131cea89fbe | | InstructRAG | 57.6 | Not recorded | 68fa7bb31e209131cea89fbe | | AstuteRAG | 57 | Not recorded | 68fa7bb31e209131cea89fbe | | MIS | 56.8 | Not recorded | 68fa7bb31e209131cea89fbe | | MIS | 56.8 | Not recorded | 68fa7bb31e209131cea89fbe | | Vanilla RAG | 56.4 | Not recorded | 68fa7bb31e209131cea89fbe | | AstuteRAG | 52.6 | Not recorded | 68fa7bb31e209131cea89fbe | | RobustRAG | 50.6 | Not recorded | 68fa7bb31e209131cea89fbe | | InstructRAG | 49.2 | Not recorded | 68fa7bb31e209131cea89fbe | | AstuteRAG | 48.6 | Not recorded | 68fa7bb31e209131cea89fbe | | Vanilla RAG | 47.8 | Not recorded | 68fa7bb31e209131cea89fbe | | InstructRAG | 47.4 | Not recorded | 68fa7bb31e209131cea89fbe | | RobustRAG | 44.4 | Not recorded | 68fa7bb31e209131cea89fbe | ### MIS Robustness Accuracy: 64.2. Result ID: 699a88f55698665ec413177a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"GPT-4o-mini","k":10}. This record does not assert independent reproduction. ### Vanilla RAG Robustness Accuracy: 58.6. Result ID: 699a88f55698665ec4131776. [Reporting paper]() Recorded evaluation configuration: {"Model":"GPT-4o-mini","k":10}. This record does not assert independent reproduction. ### RobustRAG Robustness Accuracy: 58. Result ID: 699a88f55698665ec4131779. [Reporting paper]() Recorded evaluation configuration: {"Model":"GPT-4o-mini","k":10}. This record does not assert independent reproduction. ### InstructRAG Robustness Accuracy: 57.6. Result ID: 699a88f55698665ec413176e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Mistral-7B","k":10}. This record does not assert independent reproduction. ### AstuteRAG Robustness Accuracy: 57. Result ID: 699a88f55698665ec4131777. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"GPT-4o-mini","k":10}. This record does not assert independent reproduction. ### MIS Robustness Accuracy: 56.8. Result ID: 699a88f55698665ec4131770. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Mistral-7B","k":10}. This record does not assert independent reproduction. ### MIS Robustness Accuracy: 56.8. Result ID: 699a88f55698665ec4131775. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Llama3.2-3B","k":10}. This record does not assert independent reproduction. ### Vanilla RAG Robustness Accuracy: 56.4. Result ID: 699a88f55698665ec413176c. [Reporting paper]() Recorded evaluation configuration: {"Model":"Mistral-7B","k":10}. This record does not assert independent reproduction. ### AstuteRAG Robustness Accuracy: 52.6. Result ID: 699a88f55698665ec413176d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Mistral-7B","k":10}. This record does not assert independent reproduction. ### RobustRAG Robustness Accuracy: 50.6. Result ID: 699a88f55698665ec4131774. [Reporting paper]() Recorded evaluation configuration: {"Model":"Llama3.2-3B","k":10}. This record does not assert independent reproduction. ### InstructRAG Robustness Accuracy: 49.2. Result ID: 699a88f55698665ec4131778. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"GPT-4o-mini","k":10}. This record does not assert independent reproduction. ### AstuteRAG Robustness Accuracy: 48.6. Result ID: 699a88f55698665ec4131772. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Llama3.2-3B","k":10}. This record does not assert independent reproduction. ### Vanilla RAG Robustness Accuracy: 47.8. Result ID: 699a88f55698665ec4131771. [Reporting paper]() Recorded evaluation configuration: {"Model":"Llama3.2-3B","k":10}. This record does not assert independent reproduction. ### InstructRAG Robustness Accuracy: 47.4. Result ID: 699a88f55698665ec4131773. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Llama3.2-3B","k":10}. This record does not assert independent reproduction. ### RobustRAG Robustness Accuracy: 44.4. Result ID: 699a88f55698665ec413176f. [Reporting paper]() Recorded evaluation configuration: {"Model":"Mistral-7B","k":10}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.