# Uncertainty Quantification on TriviaQA Source: [Uncertainty Quantification on TriviaQA]() Collection index: [llms.txt]() Data updated: 2026-06-11T06:44:57.326Z Evaluation of model performance on Uncertainty Quantification using the TriviaQA dataset, measured using metrics such as PRR. 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 | Uncertainty Quantification | | Dataset (including any stated split) | TriviaQA | | Metric | PRR | | Unit | PERCENT | | Direction | Lower is better | | Results loaded | 18 of 18 | | 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 - [PRR](): Lower is better; unit: PERCENT. ## Recorded results | Method | PRR | Result date | Report paper | | --- | --- | --- | --- | | LogTokU | 22.4 | Not recorded | 6a28f33c90966ade919c16f5 | | P(true) | 26.8 | Not recorded | 6a28f33c90966ade919c16f5 | | RAUQ | 41.6 | Not recorded | 6a28f33c90966ade919c16f5 | | LogTokU | 44.5 | Not recorded | 6a28f33c90966ade919c16f5 | | P(true) | 44.8 | Not recorded | 6a28f33c90966ade919c16f5 | | RAUQ | 58.1 | Not recorded | 6a28f33c90966ade919c16f5 | | P(true) | 59.8 | Not recorded | 6a28f33c90966ade919c16f5 | | LogTokU | 60.6 | Not recorded | 6a28f33c90966ade919c16f5 | | LogProb | 62.7 | Not recorded | 6a28f33c90966ade919c16f5 | | LogProb | 68.6 | Not recorded | 6a28f33c90966ade919c16f5 | | LogProb | 68.8 | Not recorded | 6a28f33c90966ade919c16f5 | | GLU | 69.8 | Not recorded | 6a28f33c90966ade919c16f5 | | GLU-Sα-AU | 70.6 | Not recorded | 6a28f33c90966ade919c16f5 | | RAUQ | 71.2 | Not recorded | 6a28f33c90966ade919c16f5 | | GLU | 71.7 | Not recorded | 6a28f33c90966ade919c16f5 | | GLU-Sα-SP | 72.3 | Not recorded | 6a28f33c90966ade919c16f5 | | GLU | 73 | Not recorded | 6a28f33c90966ade919c16f5 | | GLU-S¯ | 73.2 | Not recorded | 6a28f33c90966ade919c16f5 | ### LogTokU PRR: 22.4. Result ID: 6a2a5959fbc373592c26cc79. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Gemma"}. This record does not assert independent reproduction. ### P(true) PRR: 26.8. Result ID: 6a2a5959fbc373592c26cc7c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Gemma"}. This record does not assert independent reproduction. ### RAUQ PRR: 41.6. Result ID: 6a2a5959fbc373592c26cc7a. [Reporting paper]() Recorded evaluation configuration: {"Model":"Gemma"}. This record does not assert independent reproduction. ### LogTokU PRR: 44.5. Result ID: 6a2a5959fbc373592c26cc7f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Fanar"}. This record does not assert independent reproduction. ### P(true) PRR: 44.8. Result ID: 6a2a5959fbc373592c26cc82. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Fanar"}. This record does not assert independent reproduction. ### RAUQ PRR: 58.1. Result ID: 6a2a5959fbc373592c26cc74. [Reporting paper]() Recorded evaluation configuration: {"Model":"Qwen"}. This record does not assert independent reproduction. ### P(true) PRR: 59.8. Result ID: 6a2a5959fbc373592c26cc76. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Qwen"}. This record does not assert independent reproduction. ### LogTokU PRR: 60.6. Result ID: 6a2a5959fbc373592c26cc73. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Qwen"}. This record does not assert independent reproduction. ### LogProb PRR: 62.7. Result ID: 6a2a5959fbc373592c26cc75. [Reporting paper]() Recorded evaluation configuration: {"Model":"Qwen"}. This record does not assert independent reproduction. ### LogProb PRR: 68.6. Result ID: 6a2a5959fbc373592c26cc7b. [Reporting paper]() Recorded evaluation configuration: {"Model":"Gemma"}. This record does not assert independent reproduction. ### LogProb PRR: 68.8. Result ID: 6a2a5959fbc373592c26cc81. [Reporting paper]() Recorded evaluation configuration: {"Model":"Fanar"}. This record does not assert independent reproduction. ### GLU PRR: 69.8. Result ID: 6a2a5959fbc373592c26cc7d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Gemma"}. This record does not assert independent reproduction. ### GLU-Sα-AU PRR: 70.6. Result ID: 6a2a5959fbc373592c26cc7e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Gemma"}. This record does not assert independent reproduction. ### RAUQ PRR: 71.2. Result ID: 6a2a5959fbc373592c26cc80. [Reporting paper]() Recorded evaluation configuration: {"Model":"Fanar"}. This record does not assert independent reproduction. ### GLU PRR: 71.7. Result ID: 6a2a5959fbc373592c26cc77. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Qwen"}. This record does not assert independent reproduction. ### GLU-Sα-SP PRR: 72.3. Result ID: 6a2a5959fbc373592c26cc78. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Qwen"}. This record does not assert independent reproduction. ### GLU PRR: 73. Result ID: 6a2a5959fbc373592c26cc83. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Fanar"}. This record does not assert independent reproduction. ### GLU-S¯ PRR: 73.2. Result ID: 6a2a5959fbc373592c26cc84. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Fanar"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.