# Question Answering on NQ (ASR, RSR, PPL) Source: [Question Answering on NQ (ASR, RSR, PPL)]() Collection index: [llms.txt]() Data updated: 2026-04-10T06:48:32.221Z Evaluation of model performance on the Natural Questions (NQ) dataset for Question Answering, reporting Accuracy Score Rate (ASR), Recall Score Rate (RSR), and Perplexity (PPL). 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 | | Metric | ASR | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 35 of 35 | | 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](): Higher is better; unit: PERCENT. - [RSR](): Higher is better; unit: PERCENT. - [PPL](): Lower is better; unit: SCALAR. ## Recorded results | Method | ASR | Result date | Report paper | | --- | --- | --- | --- | | AuthChain | 81 | Not recorded | 68fa7af71e209131cea86070 | | AuthChain | 81 | Not recorded | 68fa7af71e209131cea86070 | | AuthChain | 80 | Not recorded | 68fa7af71e209131cea86070 | | AuthChain | 76 | Not recorded | 68fa7af71e209131cea86070 | | AuthChain | 75 | Not recorded | 68fa7af71e209131cea86070 | | AuthChain | 74 | Not recorded | 68fa7af71e209131cea86070 | | CoE | 68 | Not recorded | 68fa7af71e209131cea86070 | | PRAG | 67 | Not recorded | 68fa7af71e209131cea86070 | | CoE | 66 | Not recorded | 68fa7af71e209131cea86070 | | HRAG | 64 | Not recorded | 68fa7af71e209131cea86070 | | CoE | 64 | Not recorded | 68fa7af71e209131cea86070 | | PRAG | 64 | Not recorded | 68fa7af71e209131cea86070 | | CoE | 63 | Not recorded | 68fa7af71e209131cea86070 | | Authority | 61 | Not recorded | 68fa7af71e209131cea86070 | | Authority | 60 | Not recorded | 68fa7af71e209131cea86070 | | Authority | 59 | Not recorded | 68fa7af71e209131cea86070 | | PRAG | 57 | Not recorded | 68fa7af71e209131cea86070 | | CoE | 55 | Not recorded | 68fa7af71e209131cea86070 | | CoE | 55 | Not recorded | 68fa7af71e209131cea86070 | | PRAG | 54 | Not recorded | 68fa7af71e209131cea86070 | | HRAG | 54 | Not recorded | 68fa7af71e209131cea86070 | | Authority | 52 | Not recorded | 68fa7af71e209131cea86070 | | PRAG | 51 | Not recorded | 68fa7af71e209131cea86070 | | Authority | 51 | Not recorded | 68fa7af71e209131cea86070 | | Authority | 48 | Not recorded | 68fa7af71e209131cea86070 | | HRAG | 48 | Not recorded | 68fa7af71e209131cea86070 | | PRAG | 44 | Not recorded | 68fa7af71e209131cea86070 | | HRAG | 40 | Not recorded | 68fa7af71e209131cea86070 | | HRAG | 38 | Not recorded | 68fa7af71e209131cea86070 | | HRAG | 18 | Not recorded | 68fa7af71e209131cea86070 | ### AuthChain ASR: 81. Result ID: 69d89cb047f34ce924c0dede. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"GPT-4o"}. This record does not assert independent reproduction. ### AuthChain ASR: 81. Result ID: 69d89cb047f34ce924c0dee8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Llama3-70B"}. This record does not assert independent reproduction. ### AuthChain ASR: 80. Result ID: 69d89cb047f34ce924c0deed. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Deepseek-V3-0324"}. This record does not assert independent reproduction. ### AuthChain ASR: 76. Result ID: 69d89cb047f34ce924c0dee3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Llama3-8B"}. This record does not assert independent reproduction. ### AuthChain ASR: 75. Result ID: 69d89cb047f34ce924c0ded9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"GPT-4"}. This record does not assert independent reproduction. ### AuthChain ASR: 74. Result ID: 69d89cb047f34ce924c0ded4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"GPT-3.5"}. This record does not assert independent reproduction. ### CoE ASR: 68. Result ID: 69d89cb047f34ce924c0deeb. [Reporting paper]() Recorded evaluation configuration: {"Model":"Deepseek-V3-0324"}. This record does not assert independent reproduction. ### PRAG ASR: 67. Result ID: 69d89cb047f34ce924c0dee9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Deepseek-V3-0324"}. This record does not assert independent reproduction. ### CoE ASR: 66. Result ID: 69d89cb047f34ce924c0dee6. [Reporting paper]() Recorded evaluation configuration: {"Model":"Llama3-70B"}. This record does not assert independent reproduction. ### HRAG ASR: 64. Result ID: 69d89cb047f34ce924c0ded6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"GPT-4"}. This record does not assert independent reproduction. ### CoE ASR: 64. Result ID: 69d89cb047f34ce924c0dedc. [Reporting paper]() Recorded evaluation configuration: {"Model":"GPT-4o"}. This record does not assert independent reproduction. ### PRAG ASR: 64. Result ID: 69d89cb047f34ce924c0dee4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Llama3-70B"}. This record does not assert independent reproduction. ### CoE ASR: 63. Result ID: 69d89cb047f34ce924c0dee1. [Reporting paper]() Recorded evaluation configuration: {"Model":"Llama3-8B"}. This record does not assert independent reproduction. ### Authority ASR: 61. Result ID: 69d89cb047f34ce924c0dee7. [Reporting paper]() Recorded evaluation configuration: {"Model":"Llama3-70B"}. This record does not assert independent reproduction. ### Authority ASR: 60. Result ID: 69d89cb047f34ce924c0deec. [Reporting paper]() Recorded evaluation configuration: {"Model":"Deepseek-V3-0324"}. This record does not assert independent reproduction. ### Authority ASR: 59. Result ID: 69d89cb047f34ce924c0dee2. [Reporting paper]() Recorded evaluation configuration: {"Model":"Llama3-8B"}. This record does not assert independent reproduction. ### PRAG ASR: 57. Result ID: 69d89cb047f34ce924c0dedf. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Llama3-8B"}. This record does not assert independent reproduction. ### CoE ASR: 55. Result ID: 69d89cb047f34ce924c0ded2. [Reporting paper]() Recorded evaluation configuration: {"Model":"GPT-3.5"}. This record does not assert independent reproduction. ### CoE ASR: 55. Result ID: 69d89cb047f34ce924c0ded7. [Reporting paper]() Recorded evaluation configuration: {"Model":"GPT-4"}. This record does not assert independent reproduction. ### PRAG ASR: 54. Result ID: 69d89cb047f34ce924c0ded0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"GPT-3.5"}. This record does not assert independent reproduction. ### HRAG ASR: 54. Result ID: 69d89cb047f34ce924c0deea. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Deepseek-V3-0324"}. This record does not assert independent reproduction. ### Authority ASR: 52. Result ID: 69d89cb047f34ce924c0ded3. [Reporting paper]() Recorded evaluation configuration: {"Model":"GPT-3.5"}. This record does not assert independent reproduction. ### PRAG ASR: 51. Result ID: 69d89cb047f34ce924c0ded5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"GPT-4"}. This record does not assert independent reproduction. ### Authority ASR: 51. Result ID: 69d89cb047f34ce924c0ded8. [Reporting paper]() Recorded evaluation configuration: {"Model":"GPT-4"}. This record does not assert independent reproduction. ### Authority ASR: 48. Result ID: 69d89cb047f34ce924c0dedd. [Reporting paper]() Recorded evaluation configuration: {"Model":"GPT-4o"}. This record does not assert independent reproduction. ### HRAG ASR: 48. Result ID: 69d89cb047f34ce924c0dee0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Llama3-8B"}. This record does not assert independent reproduction. ### PRAG ASR: 44. Result ID: 69d89cb047f34ce924c0deda. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"GPT-4o"}. This record does not assert independent reproduction. ### HRAG ASR: 40. Result ID: 69d89cb047f34ce924c0ded1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"GPT-3.5"}. This record does not assert independent reproduction. ### HRAG ASR: 38. Result ID: 69d89cb047f34ce924c0dedb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"GPT-4o"}. This record does not assert independent reproduction. ### HRAG ASR: 18. Result ID: 69d89cb047f34ce924c0dee5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Llama3-70B"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.