# Question Answering on MS-MARCO (ASR, RSR, PPL) Source: [Question Answering on MS-MARCO (ASR, RSR, PPL)]() Collection index: [llms.txt]() Data updated: 2026-04-10T06:48:32.181Z Evaluation of Question Answering performance on the MS-MARCO dataset, specifically measured using Accuracy, Recall, and Perplexity metrics. 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) | MS-MARCO | | 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 | 85 | Not recorded | 68fa7af71e209131cea86070 | | AuthChain | 84 | Not recorded | 68fa7af71e209131cea86070 | | AuthChain | 84 | Not recorded | 68fa7af71e209131cea86070 | | AuthChain | 83 | Not recorded | 68fa7af71e209131cea86070 | | AuthChain | 79 | Not recorded | 68fa7af71e209131cea86070 | | AuthChain | 74 | Not recorded | 68fa7af71e209131cea86070 | | Authority | 69 | Not recorded | 68fa7af71e209131cea86070 | | Authority | 67 | Not recorded | 68fa7af71e209131cea86070 | | Authority | 64 | Not recorded | 68fa7af71e209131cea86070 | | CoE | 62 | Not recorded | 68fa7af71e209131cea86070 | | CoE | 62 | Not recorded | 68fa7af71e209131cea86070 | | CoE | 61 | Not recorded | 68fa7af71e209131cea86070 | | PRAG | 57 | Not recorded | 68fa7af71e209131cea86070 | | CoE | 54 | Not recorded | 68fa7af71e209131cea86070 | | PRAG | 54 | Not recorded | 68fa7af71e209131cea86070 | | Authority | 53 | Not recorded | 68fa7af71e209131cea86070 | | CoE | 52 | Not recorded | 68fa7af71e209131cea86070 | | CoE | 49 | Not recorded | 68fa7af71e209131cea86070 | | Authority | 48 | Not recorded | 68fa7af71e209131cea86070 | | HRAG | 48 | Not recorded | 68fa7af71e209131cea86070 | | PRAG | 47 | Not recorded | 68fa7af71e209131cea86070 | | HRAG | 47 | Not recorded | 68fa7af71e209131cea86070 | | Authority | 47 | Not recorded | 68fa7af71e209131cea86070 | | PRAG | 45 | Not recorded | 68fa7af71e209131cea86070 | | PRAG | 41 | Not recorded | 68fa7af71e209131cea86070 | | HRAG | 39 | Not recorded | 68fa7af71e209131cea86070 | | HRAG | 39 | Not recorded | 68fa7af71e209131cea86070 | | PRAG | 25 | Not recorded | 68fa7af71e209131cea86070 | | HRAG | 25 | Not recorded | 68fa7af71e209131cea86070 | | HRAG | 18 | Not recorded | 68fa7af71e209131cea86070 | ### AuthChain ASR: 85. Result ID: 69d89cb047f34ce924c0dec5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Llama3-70B"}. This record does not assert independent reproduction. ### AuthChain ASR: 84. Result ID: 69d89cb047f34ce924c0deb6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"GPT-4"}. This record does not assert independent reproduction. ### AuthChain ASR: 84. Result ID: 69d89cb047f34ce924c0debb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"GPT-4o"}. This record does not assert independent reproduction. ### AuthChain ASR: 83. Result ID: 69d89cb047f34ce924c0deca. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Deepseek-V3-0324"}. This record does not assert independent reproduction. ### AuthChain ASR: 79. Result ID: 69d89cb047f34ce924c0dec0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Llama3-8B"}. This record does not assert independent reproduction. ### AuthChain ASR: 74. Result ID: 69d89cb047f34ce924c0deb1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"GPT-3.5"}. This record does not assert independent reproduction. ### Authority ASR: 69. Result ID: 69d89cb047f34ce924c0dec4. [Reporting paper]() Recorded evaluation configuration: {"Model":"Llama3-70B"}. This record does not assert independent reproduction. ### Authority ASR: 67. Result ID: 69d89cb047f34ce924c0dec9. [Reporting paper]() Recorded evaluation configuration: {"Model":"Deepseek-V3-0324"}. This record does not assert independent reproduction. ### Authority ASR: 64. Result ID: 69d89cb047f34ce924c0debf. [Reporting paper]() Recorded evaluation configuration: {"Model":"Llama3-8B"}. This record does not assert independent reproduction. ### CoE ASR: 62. Result ID: 69d89cb047f34ce924c0dec3. [Reporting paper]() Recorded evaluation configuration: {"Model":"Llama3-70B"}. This record does not assert independent reproduction. ### CoE ASR: 62. Result ID: 69d89cb047f34ce924c0dec8. [Reporting paper]() Recorded evaluation configuration: {"Model":"Deepseek-V3-0324"}. This record does not assert independent reproduction. ### CoE ASR: 61. Result ID: 69d89cb047f34ce924c0debe. [Reporting paper]() Recorded evaluation configuration: {"Model":"Llama3-8B"}. This record does not assert independent reproduction. ### PRAG ASR: 57. Result ID: 69d89cb047f34ce924c0dec6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Deepseek-V3-0324"}. This record does not assert independent reproduction. ### CoE ASR: 54. Result ID: 69d89cb047f34ce924c0deb9. [Reporting paper]() Recorded evaluation configuration: {"Model":"GPT-4o"}. This record does not assert independent reproduction. ### PRAG ASR: 54. Result ID: 69d89cb047f34ce924c0dec1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Llama3-70B"}. This record does not assert independent reproduction. ### Authority ASR: 53. Result ID: 69d89cb047f34ce924c0deb0. [Reporting paper]() Recorded evaluation configuration: {"Model":"GPT-3.5"}. This record does not assert independent reproduction. ### CoE ASR: 52. Result ID: 69d89cb047f34ce924c0deaf. [Reporting paper]() Recorded evaluation configuration: {"Model":"GPT-3.5"}. This record does not assert independent reproduction. ### CoE ASR: 49. Result ID: 69d89cb047f34ce924c0deb4. [Reporting paper]() Recorded evaluation configuration: {"Model":"GPT-4"}. This record does not assert independent reproduction. ### Authority ASR: 48. Result ID: 69d89cb047f34ce924c0deb5. [Reporting paper]() Recorded evaluation configuration: {"Model":"GPT-4"}. This record does not assert independent reproduction. ### HRAG ASR: 48. Result ID: 69d89cb047f34ce924c0dec7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Deepseek-V3-0324"}. This record does not assert independent reproduction. ### PRAG ASR: 47. Result ID: 69d89cb047f34ce924c0dead. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"GPT-3.5"}. This record does not assert independent reproduction. ### HRAG ASR: 47. Result ID: 69d89cb047f34ce924c0deb3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"GPT-4"}. This record does not assert independent reproduction. ### Authority ASR: 47. Result ID: 69d89cb047f34ce924c0deba. [Reporting paper]() Recorded evaluation configuration: {"Model":"GPT-4o"}. This record does not assert independent reproduction. ### PRAG ASR: 45. Result ID: 69d89cb047f34ce924c0debc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Llama3-8B"}. This record does not assert independent reproduction. ### PRAG ASR: 41. Result ID: 69d89cb047f34ce924c0deb2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"GPT-4"}. This record does not assert independent reproduction. ### HRAG ASR: 39. Result ID: 69d89cb047f34ce924c0deae. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"GPT-3.5"}. This record does not assert independent reproduction. ### HRAG ASR: 39. Result ID: 69d89cb047f34ce924c0debd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Llama3-8B"}. This record does not assert independent reproduction. ### PRAG ASR: 25. Result ID: 69d89cb047f34ce924c0deb7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"GPT-4o"}. This record does not assert independent reproduction. ### HRAG ASR: 25. Result ID: 69d89cb047f34ce924c0deb8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"GPT-4o"}. This record does not assert independent reproduction. ### HRAG ASR: 18. Result ID: 69d89cb047f34ce924c0dec2. [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.