# Uncertainty Quantification on Multiturn (PRR) Source: [Uncertainty Quantification on Multiturn (PRR)]() Collection index: [llms.txt]() Data updated: 2026-06-11T06:44:57.445Z Evaluation of model performance on Uncertainty Quantification using the Multiturn dataset, specifically measured using the PRR metric. 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) | Multiturn | | 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 | | --- | --- | --- | --- | | P(true) | 0.777 | Not recorded | 6a28f33c90966ade919c16f5 | | P(true) | 0.723 | Not recorded | 6a28f33c90966ade919c16f5 | | GLU-AU | 0.691 | Not recorded | 6a28f33c90966ade919c16f5 | | GLU | 0.687 | Not recorded | 6a28f33c90966ade919c16f5 | | RAUQ | 0.654 | Not recorded | 6a28f33c90966ade919c16f5 | | LogProb | 0.622 | Not recorded | 6a28f33c90966ade919c16f5 | | LogProb | 0.524 | Not recorded | 6a28f33c90966ade919c16f5 | | RAUQ | 0.506 | Not recorded | 6a28f33c90966ade919c16f5 | | GLU-DK | 0.451 | Not recorded | 6a28f33c90966ade919c16f5 | | GLU-S¯ | 0.444 | Not recorded | 6a28f33c90966ade919c16f5 | | GLU | 0.423 | Not recorded | 6a28f33c90966ade919c16f5 | | GLU | 0.407 | Not recorded | 6a28f33c90966ade919c16f5 | | P(true) | 0.252 | Not recorded | 6a28f33c90966ade919c16f5 | | RAUQ | 0.189 | Not recorded | 6a28f33c90966ade919c16f5 | | LogProb | 0.131 | Not recorded | 6a28f33c90966ade919c16f5 | | LogTokU | 0.008 | Not recorded | 6a28f33c90966ade919c16f5 | | LogTokU | -0.166 | Not recorded | 6a28f33c90966ade919c16f5 | | LogTokU | -0.274 | Not recorded | 6a28f33c90966ade919c16f5 | ### P(true) PRR: 0.777. Result ID: 6a2a5959fbc373592c26ccbe. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Qwen"}. This record does not assert independent reproduction. ### P(true) PRR: 0.723. Result ID: 6a2a5959fbc373592c26ccc4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Gemma"}. This record does not assert independent reproduction. ### GLU-AU PRR: 0.691. Result ID: 6a2a5959fbc373592c26cccc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Fanar"}. This record does not assert independent reproduction. ### GLU PRR: 0.687. Result ID: 6a2a5959fbc373592c26cccb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Fanar"}. This record does not assert independent reproduction. ### RAUQ PRR: 0.654. Result ID: 6a2a5959fbc373592c26ccc8. [Reporting paper]() Recorded evaluation configuration: {"Model":"Fanar"}. This record does not assert independent reproduction. ### LogProb PRR: 0.622. Result ID: 6a2a5959fbc373592c26ccc9. [Reporting paper]() Recorded evaluation configuration: {"Model":"Fanar"}. This record does not assert independent reproduction. ### LogProb PRR: 0.524. Result ID: 6a2a5959fbc373592c26ccc3. [Reporting paper]() Recorded evaluation configuration: {"Model":"Gemma"}. This record does not assert independent reproduction. ### RAUQ PRR: 0.506. Result ID: 6a2a5959fbc373592c26ccc2. [Reporting paper]() Recorded evaluation configuration: {"Model":"Gemma"}. This record does not assert independent reproduction. ### GLU-DK PRR: 0.451. Result ID: 6a2a5959fbc373592c26ccc6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Gemma"}. This record does not assert independent reproduction. ### GLU-S¯ PRR: 0.444. Result ID: 6a2a5959fbc373592c26ccc0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Qwen"}. This record does not assert independent reproduction. ### GLU PRR: 0.423. Result ID: 6a2a5959fbc373592c26ccc5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Gemma"}. This record does not assert independent reproduction. ### GLU PRR: 0.407. Result ID: 6a2a5959fbc373592c26ccbf. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Qwen"}. This record does not assert independent reproduction. ### P(true) PRR: 0.252. Result ID: 6a2a5959fbc373592c26ccca. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Fanar"}. This record does not assert independent reproduction. ### RAUQ PRR: 0.189. Result ID: 6a2a5959fbc373592c26ccbc. [Reporting paper]() Recorded evaluation configuration: {"Model":"Qwen"}. This record does not assert independent reproduction. ### LogProb PRR: 0.131. Result ID: 6a2a5959fbc373592c26ccbd. [Reporting paper]() Recorded evaluation configuration: {"Model":"Qwen"}. This record does not assert independent reproduction. ### LogTokU PRR: 0.008. Result ID: 6a2a5959fbc373592c26ccbb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Qwen"}. This record does not assert independent reproduction. ### LogTokU PRR: -0.166. Result ID: 6a2a5959fbc373592c26ccc7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Fanar"}. This record does not assert independent reproduction. ### LogTokU PRR: -0.274. Result ID: 6a2a5959fbc373592c26ccc1. [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.