# Uncertainty Quantification on Longform (PRR) Source: [Uncertainty Quantification on Longform (PRR)]() Collection index: [llms.txt]() Data updated: 2026-06-11T06:44:57.405Z Evaluation of model uncertainty quantification performance on the Longform dataset, measured using Precision-Recall Rate (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) | Longform | | Metric | PRR | | Unit | SCALAR | | Direction | Higher 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](): Higher is better; unit: SCALAR. ## Recorded results | Method | PRR | Result date | Report paper | | --- | --- | --- | --- | | GLU-S˜∗ | 0.221 | Not recorded | 6a28f33c90966ade919c16f5 | | GLU | 0.2 | Not recorded | 6a28f33c90966ade919c16f5 | | LogProb | 0.083 | Not recorded | 6a28f33c90966ade919c16f5 | | LogTokU | 0.077 | Not recorded | 6a28f33c90966ade919c16f5 | | RAUQ | 0.066 | Not recorded | 6a28f33c90966ade919c16f5 | | GLU-EDL | 0.047 | Not recorded | 6a28f33c90966ade919c16f5 | | P(true) | 0.004 | Not recorded | 6a28f33c90966ade919c16f5 | | P(true) | -0.011 | Not recorded | 6a28f33c90966ade919c16f5 | | LogProb | -0.035 | Not recorded | 6a28f33c90966ade919c16f5 | | GLU | -0.04 | Not recorded | 6a28f33c90966ade919c16f5 | | RAUQ | -0.044 | Not recorded | 6a28f33c90966ade919c16f5 | | LogTokU | -0.045 | Not recorded | 6a28f33c90966ade919c16f5 | | LogProb | -0.189 | Not recorded | 6a28f33c90966ade919c16f5 | | GLU-Sα-AU | -0.201 | Not recorded | 6a28f33c90966ade919c16f5 | | P(true) | -0.216 | Not recorded | 6a28f33c90966ade919c16f5 | | RAUQ | -0.234 | Not recorded | 6a28f33c90966ade919c16f5 | | GLU | -0.242 | Not recorded | 6a28f33c90966ade919c16f5 | | LogTokU | -0.249 | Not recorded | 6a28f33c90966ade919c16f5 | ### GLU-S˜∗ PRR: 0.221. Result ID: 6a2a5959fbc373592c26ccba. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Fanar"}. This record does not assert independent reproduction. ### GLU PRR: 0.2. Result ID: 6a2a5959fbc373592c26ccb9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Fanar"}. This record does not assert independent reproduction. ### LogProb PRR: 0.083. Result ID: 6a2a5959fbc373592c26ccb7. [Reporting paper]() Recorded evaluation configuration: {"Model":"Fanar"}. This record does not assert independent reproduction. ### LogTokU PRR: 0.077. Result ID: 6a2a5959fbc373592c26ccb5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Fanar"}. This record does not assert independent reproduction. ### RAUQ PRR: 0.066. Result ID: 6a2a5959fbc373592c26ccb6. [Reporting paper]() Recorded evaluation configuration: {"Model":"Fanar"}. This record does not assert independent reproduction. ### GLU-EDL PRR: 0.047. Result ID: 6a2a5959fbc373592c26ccae. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Qwen"}. This record does not assert independent reproduction. ### P(true) PRR: 0.004. Result ID: 6a2a5959fbc373592c26ccb2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Gemma"}. This record does not assert independent reproduction. ### P(true) PRR: -0.011. Result ID: 6a2a5959fbc373592c26ccb8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Fanar"}. This record does not assert independent reproduction. ### LogProb PRR: -0.035. Result ID: 6a2a5959fbc373592c26ccab. [Reporting paper]() Recorded evaluation configuration: {"Model":"Qwen"}. This record does not assert independent reproduction. ### GLU PRR: -0.04. Result ID: 6a2a5959fbc373592c26ccad. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Qwen"}. This record does not assert independent reproduction. ### RAUQ PRR: -0.044. Result ID: 6a2a5959fbc373592c26ccaa. [Reporting paper]() Recorded evaluation configuration: {"Model":"Qwen"}. This record does not assert independent reproduction. ### LogTokU PRR: -0.045. Result ID: 6a2a5959fbc373592c26cca9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Qwen"}. This record does not assert independent reproduction. ### LogProb PRR: -0.189. Result ID: 6a2a5959fbc373592c26ccb1. [Reporting paper]() Recorded evaluation configuration: {"Model":"Gemma"}. This record does not assert independent reproduction. ### GLU-Sα-AU PRR: -0.201. Result ID: 6a2a5959fbc373592c26ccb4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Gemma"}. This record does not assert independent reproduction. ### P(true) PRR: -0.216. Result ID: 6a2a5959fbc373592c26ccac. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Qwen"}. This record does not assert independent reproduction. ### RAUQ PRR: -0.234. Result ID: 6a2a5959fbc373592c26ccb0. [Reporting paper]() Recorded evaluation configuration: {"Model":"Gemma"}. This record does not assert independent reproduction. ### GLU PRR: -0.242. Result ID: 6a2a5959fbc373592c26ccb3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Gemma"}. This record does not assert independent reproduction. ### LogTokU PRR: -0.249. Result ID: 6a2a5959fbc373592c26ccaf. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Gemma"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.