# Question Answering on 2WikiMultihopQA (Guard Rate) Source: [Question Answering on 2WikiMultihopQA (Guard Rate)]() Collection index: [llms.txt]() Data updated: 2026-07-02T08:40:29.123Z Evaluation of model performance on the 2WikiMultihopQA dataset for Question Answering, specifically measuring the Guard Rate. 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) | 2WikiMultihopQA | | 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 | | --- | --- | --- | --- | | Ignore | 100 | Not recorded | 6a45f087dc71372d7795a25c | | Combined | 100 | Not recorded | 6a45f087dc71372d7795a25c | | PoisonedRAG | 100 | Not recorded | 6a45f087dc71372d7795a25c | | Ignore | 100 | Not recorded | 6a45f087dc71372d7795a25c | | Combined | 100 | Not recorded | 6a45f087dc71372d7795a25c | | PoisonedRAG | 99 | Not recorded | 6a45f087dc71372d7795a25c | | Fake Completion | 98.9 | Not recorded | 6a45f087dc71372d7795a25c | | Fake Completion | 98.8 | Not recorded | 6a45f087dc71372d7795a25c | | Naive | 98.7 | Not recorded | 6a45f087dc71372d7795a25c | | Naive | 97 | Not recorded | 6a45f087dc71372d7795a25c | | PARADOX | 95.9 | Not recorded | 6a45f087dc71372d7795a25c | | PARADOX | 93.5 | Not recorded | 6a45f087dc71372d7795a25c | | PARADOX | 89 | Not recorded | 6a45f087dc71372d7795a25c | | Topic | 77.2 | Not recorded | 6a45f087dc71372d7795a25c | | Topic | 75.8 | Not recorded | 6a45f087dc71372d7795a25c | | PARADOX | 68 | Not recorded | 6a45f087dc71372d7795a25c | | PoisonedRAG | 45.7 | Not recorded | 6a45f087dc71372d7795a25c | | Naive | 40.5 | Not recorded | 6a45f087dc71372d7795a25c | | Topic | 38 | Not recorded | 6a45f087dc71372d7795a25c | | Fake Completion | 34.9 | Not recorded | 6a45f087dc71372d7795a25c | | Topic | 32.7 | Not recorded | 6a45f087dc71372d7795a25c | | PoisonedRAG | 28.9 | Not recorded | 6a45f087dc71372d7795a25c | | Naive | 28.2 | Not recorded | 6a45f087dc71372d7795a25c | | Ignore | 27.8 | Not recorded | 6a45f087dc71372d7795a25c | | Fake Completion | 26.7 | Not recorded | 6a45f087dc71372d7795a25c | | Combined | 24.4 | Not recorded | 6a45f087dc71372d7795a25c | | Combined | 23.3 | Not recorded | 6a45f087dc71372d7795a25c | | Ignore | 16.9 | Not recorded | 6a45f087dc71372d7795a25c | | KidnapRAG | 8 | Not recorded | 6a45f087dc71372d7795a25c | | KidnapRAG | 3.1 | Not recorded | 6a45f087dc71372d7795a25c | | KidnapRAG | 0 | Not recorded | 6a45f087dc71372d7795a25c | | KidnapRAG | 0 | Not recorded | 6a45f087dc71372d7795a25c | ### Ignore Guard Rate: 100. Result ID: 6a4623fb60b88bb3398540d9. [Reporting paper]() [Method origin 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: 6a4623fb60b88bb3398540db. [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: 100. Result ID: 6a4623fb60b88bb3398540dd. [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: 100. Result ID: 6a4623fb60b88bb3398540e1. [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: 100. Result ID: 6a4623fb60b88bb3398540e3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Framework":"ReAct","LLM Backbone":"Llama-3.3-70B-Inst"}. This record does not assert independent reproduction. ### PoisonedRAG Guard Rate: 99. Result ID: 6a4623fb60b88bb3398540e5. [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: 6a4623fb60b88bb3398540da. [Reporting paper]() Recorded evaluation configuration: {"Framework":"ReAct","LLM Backbone":"Qwen2.5-32B-Inst"}. This record does not assert independent reproduction. ### Fake Completion Guard Rate: 98.8. Result ID: 6a4623fb60b88bb3398540e2. [Reporting paper]() Recorded evaluation configuration: {"Framework":"ReAct","LLM Backbone":"Llama-3.3-70B-Inst"}. This record does not assert independent reproduction. ### Naive Guard Rate: 98.7. Result ID: 6a4623fb60b88bb3398540d8. [Reporting paper]() Recorded evaluation configuration: {"Framework":"ReAct","LLM Backbone":"Qwen2.5-32B-Inst"}. This record does not assert independent reproduction. ### Naive Guard Rate: 97. Result ID: 6a4623fb60b88bb3398540e0. [Reporting paper]() Recorded evaluation configuration: {"Framework":"ReAct","LLM Backbone":"Llama-3.3-70B-Inst"}. This record does not assert independent reproduction. ### PARADOX Guard Rate: 95.9. Result ID: 6a4623fb60b88bb3398540e6. [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: 93.5. Result ID: 6a4623fb60b88bb3398540ee. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Framework":"WebThinker","LLM Backbone":"QwQ-32B"}. This record does not assert independent reproduction. ### PARADOX Guard Rate: 89. Result ID: 6a4623fb60b88bb3398540de. [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: 77.2. Result ID: 6a4623fb60b88bb3398540e4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Framework":"ReAct","LLM Backbone":"Llama-3.3-70B-Inst"}. This record does not assert independent reproduction. ### Topic Guard Rate: 75.8. Result ID: 6a4623fb60b88bb3398540dc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Framework":"ReAct","LLM Backbone":"Qwen2.5-32B-Inst"}. This record does not assert independent reproduction. ### PARADOX Guard Rate: 68. Result ID: 6a4623fb60b88bb3398540f6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Framework":"WebThinker","LLM Backbone":"DeepSeek-32B"}. This record does not assert independent reproduction. ### PoisonedRAG Guard Rate: 45.7. Result ID: 6a4623fb60b88bb3398540ed. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Framework":"WebThinker","LLM Backbone":"QwQ-32B"}. This record does not assert independent reproduction. ### Naive Guard Rate: 40.5. Result ID: 6a4623fb60b88bb3398540f0. [Reporting paper]() Recorded evaluation configuration: {"Framework":"WebThinker","LLM Backbone":"DeepSeek-32B"}. This record does not assert independent reproduction. ### Topic Guard Rate: 38. Result ID: 6a4623fb60b88bb3398540ec. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Framework":"WebThinker","LLM Backbone":"QwQ-32B"}. This record does not assert independent reproduction. ### Fake Completion Guard Rate: 34.9. Result ID: 6a4623fb60b88bb3398540ea. [Reporting paper]() Recorded evaluation configuration: {"Framework":"WebThinker","LLM Backbone":"QwQ-32B"}. This record does not assert independent reproduction. ### Topic Guard Rate: 32.7. Result ID: 6a4623fb60b88bb3398540f4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Framework":"WebThinker","LLM Backbone":"DeepSeek-32B"}. This record does not assert independent reproduction. ### PoisonedRAG Guard Rate: 28.9. Result ID: 6a4623fb60b88bb3398540f5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Framework":"WebThinker","LLM Backbone":"DeepSeek-32B"}. This record does not assert independent reproduction. ### Naive Guard Rate: 28.2. Result ID: 6a4623fb60b88bb3398540e8. [Reporting paper]() Recorded evaluation configuration: {"Framework":"WebThinker","LLM Backbone":"QwQ-32B"}. This record does not assert independent reproduction. ### Ignore Guard Rate: 27.8. Result ID: 6a4623fb60b88bb3398540f1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Framework":"WebThinker","LLM Backbone":"DeepSeek-32B"}. This record does not assert independent reproduction. ### Fake Completion Guard Rate: 26.7. Result ID: 6a4623fb60b88bb3398540f2. [Reporting paper]() Recorded evaluation configuration: {"Framework":"WebThinker","LLM Backbone":"DeepSeek-32B"}. This record does not assert independent reproduction. ### Combined Guard Rate: 24.4. Result ID: 6a4623fb60b88bb3398540eb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Framework":"WebThinker","LLM Backbone":"QwQ-32B"}. This record does not assert independent reproduction. ### Combined Guard Rate: 23.3. Result ID: 6a4623fb60b88bb3398540f3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Framework":"WebThinker","LLM Backbone":"DeepSeek-32B"}. This record does not assert independent reproduction. ### Ignore Guard Rate: 16.9. Result ID: 6a4623fb60b88bb3398540e9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Framework":"WebThinker","LLM Backbone":"QwQ-32B"}. This record does not assert independent reproduction. ### KidnapRAG Guard Rate: 8. Result ID: 6a4623fb60b88bb3398540f7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Framework":"WebThinker","LLM Backbone":"DeepSeek-32B"}. This record does not assert independent reproduction. ### KidnapRAG Guard Rate: 3.1. Result ID: 6a4623fb60b88bb3398540ef. [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: 6a4623fb60b88bb3398540df. [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: 6a4623fb60b88bb3398540e7. [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.