# Question Answering on TriviaQA (Positional Accuracy Metrics) Source: [Question Answering on TriviaQA (Positional Accuracy Metrics)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:34:10.437Z Evaluation of Question Answering performance on TriviaQA, focusing on positional accuracy metrics (Accuracy @Pos 1, @Pos 10) and benign 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) | TriviaQA | | Metric | Accuracy (Benign) | | 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 - [Accuracy (Benign)](): Higher is better; unit: PERCENT. - [Accuracy (@Pos 1)](): Higher is better; unit: PERCENT. - [Accuracy (@Pos 10)](): Higher is better; unit: PERCENT. ## Recorded results | Method | Accuracy (Benign) | Result date | Report paper | | --- | --- | --- | --- | | MIS/Sampling + MIS | 73.4 | Not recorded | 68fa7bb31e209131cea89fbe | | Vanilla RAG | 72.8 | Not recorded | 68fa7bb31e209131cea89fbe | | InstructRAG | 72.2 | Not recorded | 68fa7bb31e209131cea89fbe | | AstuteRAG | 70.2 | Not recorded | 68fa7bb31e209131cea89fbe | | InstructRAG | 70 | Not recorded | 68fa7bb31e209131cea89fbe | | InstructRAG | 69 | Not recorded | 68fa7bb31e209131cea89fbe | | Vanilla RAG | 68.6 | Not recorded | 68fa7bb31e209131cea89fbe | | AstuteRAG | 68.2 | Not recorded | 68fa7bb31e209131cea89fbe | | RobustRAG | 67.8 | Not recorded | 68fa7bb31e209131cea89fbe | | MIS/Sampling + MIS | 65.4 | Not recorded | 68fa7bb31e209131cea89fbe | | Vanilla RAG | 65.2 | Not recorded | 68fa7bb31e209131cea89fbe | | MIS/Sampling + MIS | 65 | Not recorded | 68fa7bb31e209131cea89fbe | | AstuteRAG | 61.8 | Not recorded | 68fa7bb31e209131cea89fbe | | RobustRAG | 60.8 | Not recorded | 68fa7bb31e209131cea89fbe | | RobustRAG | 60.8 | Not recorded | 68fa7bb31e209131cea89fbe | ### MIS/Sampling + MIS Accuracy (Benign): 73.4. Result ID: 699a88f55698665ec41317d4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"GPT-4o-mini","Number of retrieved documents (k)":10}. This record does not assert independent reproduction. ### Vanilla RAG Accuracy (Benign): 72.8. Result ID: 699a88f55698665ec41317d0. [Reporting paper]() Recorded evaluation configuration: {"Model":"GPT-4o-mini","Number of retrieved documents (k)":10}. This record does not assert independent reproduction. ### InstructRAG Accuracy (Benign): 72.2. Result ID: 699a88f55698665ec41317c8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Mistral-7B","Number of retrieved documents (k)":10}. This record does not assert independent reproduction. ### AstuteRAG Accuracy (Benign): 70.2. Result ID: 699a88f55698665ec41317d1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"GPT-4o-mini","Number of retrieved documents (k)":10}. This record does not assert independent reproduction. ### InstructRAG Accuracy (Benign): 70. Result ID: 699a88f55698665ec41317cd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Llama3.2-3B","Number of retrieved documents (k)":10}. This record does not assert independent reproduction. ### InstructRAG Accuracy (Benign): 69. Result ID: 699a88f55698665ec41317d2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"GPT-4o-mini","Number of retrieved documents (k)":10}. This record does not assert independent reproduction. ### Vanilla RAG Accuracy (Benign): 68.6. Result ID: 699a88f55698665ec41317c6. [Reporting paper]() Recorded evaluation configuration: {"Model":"Mistral-7B","Number of retrieved documents (k)":10}. This record does not assert independent reproduction. ### AstuteRAG Accuracy (Benign): 68.2. Result ID: 699a88f55698665ec41317cc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Llama3.2-3B","Number of retrieved documents (k)":10}. This record does not assert independent reproduction. ### RobustRAG Accuracy (Benign): 67.8. Result ID: 699a88f55698665ec41317d3. [Reporting paper]() Recorded evaluation configuration: {"Model":"GPT-4o-mini","Number of retrieved documents (k)":10}. This record does not assert independent reproduction. ### MIS/Sampling + MIS Accuracy (Benign): 65.4. Result ID: 699a88f55698665ec41317ca. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Mistral-7B","Number of retrieved documents (k)":10}. This record does not assert independent reproduction. ### Vanilla RAG Accuracy (Benign): 65.2. Result ID: 699a88f55698665ec41317cb. [Reporting paper]() Recorded evaluation configuration: {"Model":"Llama3.2-3B","Number of retrieved documents (k)":10}. This record does not assert independent reproduction. ### MIS/Sampling + MIS Accuracy (Benign): 65. Result ID: 699a88f55698665ec41317cf. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Llama3.2-3B","Number of retrieved documents (k)":10}. This record does not assert independent reproduction. ### AstuteRAG Accuracy (Benign): 61.8. Result ID: 699a88f55698665ec41317c7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Mistral-7B","Number of retrieved documents (k)":10}. This record does not assert independent reproduction. ### RobustRAG Accuracy (Benign): 60.8. Result ID: 699a88f55698665ec41317c9. [Reporting paper]() Recorded evaluation configuration: {"Model":"Mistral-7B","Number of retrieved documents (k)":10}. This record does not assert independent reproduction. ### RobustRAG Accuracy (Benign): 60.8. Result ID: 699a88f55698665ec41317ce. [Reporting paper]() Recorded evaluation configuration: {"Model":"Llama3.2-3B","Number of retrieved documents (k)":10}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.