# Question Answering on MuSiQue (Guard Rate) Source: [Question Answering on MuSiQue (Guard Rate)]() Collection index: [llms.txt]() Data updated: 2026-07-02T08:40:29.099Z Evaluation of model performance on the MuSiQue dataset for Question Answering tasks, measured using the Guard Rate 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 | Question Answering | | Dataset (including any stated split) | MuSiQue | | Metric | Guard Rate | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 32 of 32 | | 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 - [Guard Rate](): Higher is better; unit: PERCENT. ## Recorded results | Method | Guard Rate | Result date | Report paper | | --- | --- | --- | --- | | Naive | 100 | Not recorded | 6a45f087dc71372d7795a25c | | Ignore | 100 | Not recorded | 6a45f087dc71372d7795a25c | | Fake Completion | 100 | Not recorded | 6a45f087dc71372d7795a25c | | Combined | 100 | Not recorded | 6a45f087dc71372d7795a25c | | Combined | 98.9 | Not recorded | 6a45f087dc71372d7795a25c | | Ignore | 98.9 | Not recorded | 6a45f087dc71372d7795a25c | | Fake Completion | 98.9 | Not recorded | 6a45f087dc71372d7795a25c | | Naive | 97.5 | Not recorded | 6a45f087dc71372d7795a25c | | PoisonedRAG | 93.9 | Not recorded | 6a45f087dc71372d7795a25c | | PoisonedRAG | 93.9 | Not recorded | 6a45f087dc71372d7795a25c | | PARADOX | 93 | Not recorded | 6a45f087dc71372d7795a25c | | PARADOX | 91.9 | Not recorded | 6a45f087dc71372d7795a25c | | Topic | 83.2 | Not recorded | 6a45f087dc71372d7795a25c | | Topic | 81.2 | Not recorded | 6a45f087dc71372d7795a25c | | PARADOX | 74.7 | Not recorded | 6a45f087dc71372d7795a25c | | Naive | 58.6 | Not recorded | 6a45f087dc71372d7795a25c | | Fake Completion | 58.5 | Not recorded | 6a45f087dc71372d7795a25c | | PoisonedRAG | 52.8 | Not recorded | 6a45f087dc71372d7795a25c | | PARADOX | 47.9 | Not recorded | 6a45f087dc71372d7795a25c | | Ignore | 42.7 | Not recorded | 6a45f087dc71372d7795a25c | | Topic | 41.6 | Not recorded | 6a45f087dc71372d7795a25c | | Topic | 40 | Not recorded | 6a45f087dc71372d7795a25c | | Combined | 35.7 | Not recorded | 6a45f087dc71372d7795a25c | | PoisonedRAG | 33.7 | Not recorded | 6a45f087dc71372d7795a25c | | Naive | 31.7 | Not recorded | 6a45f087dc71372d7795a25c | | Fake Completion | 31.1 | Not recorded | 6a45f087dc71372d7795a25c | | Ignore | 25.3 | Not recorded | 6a45f087dc71372d7795a25c | | Combined | 16.7 | Not recorded | 6a45f087dc71372d7795a25c | | KidnapRAG | 7.9 | Not recorded | 6a45f087dc71372d7795a25c | | KidnapRAG | 6.2 | Not recorded | 6a45f087dc71372d7795a25c | | KidnapRAG | 0 | Not recorded | 6a45f087dc71372d7795a25c | | KidnapRAG | 0 | Not recorded | 6a45f087dc71372d7795a25c | ### Naive Guard Rate: 100. Result ID: 6a4623fb60b88bb3398540b8. [Reporting paper]() Recorded evaluation configuration: {"Framework":"ReAct","LLM Backbone":"Qwen2.5-32B-Inst"}. This record does not assert independent reproduction. ### Ignore Guard Rate: 100. Result ID: 6a4623fb60b88bb3398540b9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Framework":"ReAct","LLM Backbone":"Qwen2.5-32B-Inst"}. This record does not assert independent reproduction. ### Fake Completion Guard Rate: 100. Result ID: 6a4623fb60b88bb3398540ba. [Reporting paper]() Recorded evaluation configuration: {"Framework":"ReAct","LLM Backbone":"Qwen2.5-32B-Inst"}. This record does not assert independent reproduction. ### Combined Guard Rate: 100. Result ID: 6a4623fb60b88bb3398540c3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Framework":"ReAct","LLM Backbone":"Llama-3.3-70B-Inst"}. This record does not assert independent reproduction. ### Combined Guard Rate: 98.9. Result ID: 6a4623fb60b88bb3398540bb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Framework":"ReAct","LLM Backbone":"Qwen2.5-32B-Inst"}. This record does not assert independent reproduction. ### Ignore Guard Rate: 98.9. Result ID: 6a4623fb60b88bb3398540c1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Framework":"ReAct","LLM Backbone":"Llama-3.3-70B-Inst"}. This record does not assert independent reproduction. ### Fake Completion Guard Rate: 98.9. Result ID: 6a4623fb60b88bb3398540c2. [Reporting paper]() Recorded evaluation configuration: {"Framework":"ReAct","LLM Backbone":"Llama-3.3-70B-Inst"}. This record does not assert independent reproduction. ### Naive Guard Rate: 97.5. Result ID: 6a4623fb60b88bb3398540c0. [Reporting paper]() Recorded evaluation configuration: {"Framework":"ReAct","LLM Backbone":"Llama-3.3-70B-Inst"}. This record does not assert independent reproduction. ### PoisonedRAG Guard Rate: 93.9. Result ID: 6a4623fb60b88bb3398540bd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Framework":"ReAct","LLM Backbone":"Qwen2.5-32B-Inst"}. This record does not assert independent reproduction. ### PoisonedRAG Guard Rate: 93.9. Result ID: 6a4623fb60b88bb3398540c5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Framework":"ReAct","LLM Backbone":"Llama-3.3-70B-Inst"}. This record does not assert independent reproduction. ### PARADOX Guard Rate: 93. Result ID: 6a4623fb60b88bb3398540c6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Framework":"ReAct","LLM Backbone":"Llama-3.3-70B-Inst"}. This record does not assert independent reproduction. ### PARADOX Guard Rate: 91.9. Result ID: 6a4623fb60b88bb3398540be. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Framework":"ReAct","LLM Backbone":"Qwen2.5-32B-Inst"}. This record does not assert independent reproduction. ### Topic Guard Rate: 83.2. Result ID: 6a4623fb60b88bb3398540bc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Framework":"ReAct","LLM Backbone":"Qwen2.5-32B-Inst"}. This record does not assert independent reproduction. ### Topic Guard Rate: 81.2. Result ID: 6a4623fb60b88bb3398540c4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Framework":"ReAct","LLM Backbone":"Llama-3.3-70B-Inst"}. This record does not assert independent reproduction. ### PARADOX Guard Rate: 74.7. Result ID: 6a4623fb60b88bb3398540ce. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Framework":"WebThinker","LLM Backbone":"QwQ-32B"}. This record does not assert independent reproduction. ### Naive Guard Rate: 58.6. Result ID: 6a4623fb60b88bb3398540c8. [Reporting paper]() Recorded evaluation configuration: {"Framework":"WebThinker","LLM Backbone":"QwQ-32B"}. This record does not assert independent reproduction. ### Fake Completion Guard Rate: 58.5. Result ID: 6a4623fb60b88bb3398540ca. [Reporting paper]() Recorded evaluation configuration: {"Framework":"WebThinker","LLM Backbone":"QwQ-32B"}. This record does not assert independent reproduction. ### PoisonedRAG Guard Rate: 52.8. Result ID: 6a4623fb60b88bb3398540cd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Framework":"WebThinker","LLM Backbone":"QwQ-32B"}. This record does not assert independent reproduction. ### PARADOX Guard Rate: 47.9. Result ID: 6a4623fb60b88bb3398540d6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Framework":"WebThinker","LLM Backbone":"DeepSeek-32B"}. This record does not assert independent reproduction. ### Ignore Guard Rate: 42.7. Result ID: 6a4623fb60b88bb3398540c9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Framework":"WebThinker","LLM Backbone":"QwQ-32B"}. This record does not assert independent reproduction. ### Topic Guard Rate: 41.6. Result ID: 6a4623fb60b88bb3398540cc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Framework":"WebThinker","LLM Backbone":"QwQ-32B"}. This record does not assert independent reproduction. ### Topic Guard Rate: 40. Result ID: 6a4623fb60b88bb3398540d4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Framework":"WebThinker","LLM Backbone":"DeepSeek-32B"}. This record does not assert independent reproduction. ### Combined Guard Rate: 35.7. Result ID: 6a4623fb60b88bb3398540cb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Framework":"WebThinker","LLM Backbone":"QwQ-32B"}. This record does not assert independent reproduction. ### PoisonedRAG Guard Rate: 33.7. Result ID: 6a4623fb60b88bb3398540d5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Framework":"WebThinker","LLM Backbone":"DeepSeek-32B"}. This record does not assert independent reproduction. ### Naive Guard Rate: 31.7. Result ID: 6a4623fb60b88bb3398540d0. [Reporting paper]() Recorded evaluation configuration: {"Framework":"WebThinker","LLM Backbone":"DeepSeek-32B"}. This record does not assert independent reproduction. ### Fake Completion Guard Rate: 31.1. Result ID: 6a4623fb60b88bb3398540d2. [Reporting paper]() Recorded evaluation configuration: {"Framework":"WebThinker","LLM Backbone":"DeepSeek-32B"}. This record does not assert independent reproduction. ### Ignore Guard Rate: 25.3. Result ID: 6a4623fb60b88bb3398540d1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Framework":"WebThinker","LLM Backbone":"DeepSeek-32B"}. This record does not assert independent reproduction. ### Combined Guard Rate: 16.7. Result ID: 6a4623fb60b88bb3398540d3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Framework":"WebThinker","LLM Backbone":"DeepSeek-32B"}. This record does not assert independent reproduction. ### KidnapRAG Guard Rate: 7.9. Result ID: 6a4623fb60b88bb3398540d7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Framework":"WebThinker","LLM Backbone":"DeepSeek-32B"}. This record does not assert independent reproduction. ### KidnapRAG Guard Rate: 6.2. Result ID: 6a4623fb60b88bb3398540cf. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Framework":"WebThinker","LLM Backbone":"QwQ-32B"}. This record does not assert independent reproduction. ### KidnapRAG Guard Rate: 0. Result ID: 6a4623fb60b88bb3398540bf. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Framework":"ReAct","LLM Backbone":"Qwen2.5-32B-Inst"}. This record does not assert independent reproduction. ### KidnapRAG Guard Rate: 0. Result ID: 6a4623fb60b88bb3398540c7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Framework":"ReAct","LLM Backbone":"Llama-3.3-70B-Inst"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.