# Psychometric Predictive Power on SAP All Source: [Psychometric Predictive Power on SAP All]() Collection index: [llms.txt]() Data updated: 2026-04-21T13:42:08.820Z Evaluation of psychometric predictive power using the SAP All dataset, measured by metrics including MVRR, NPS, NPZ, RC, and Att. 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 | Psychometric Predictive Power | | Dataset (including any stated split) | SAP All | | Metric | MVRR | | Unit | SCALAR | | Direction | Higher is better | | Results loaded | 19 of 19 | | 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 - [MVRR](): Higher is better; unit: SCALAR. - [NPS](): Higher is better; unit: SCALAR. - [NPZ](): Higher is better; unit: SCALAR. - [RC](): Higher is better; unit: SCALAR. - [Att.](): Higher is better; unit: SCALAR. ## Recorded results | Method | MVRR | Result date | Report paper | | --- | --- | --- | --- | | surprisal update | 11.7 | Not recorded | 69e705337d0172140ec7f3b0 | | surprisal update | 11.5 | Not recorded | 69e705337d0172140ec7f3b0 | | surprisal update | 11.4 | Not recorded | 69e705337d0172140ec7f3b0 | | surprisal update | 11.3 | Not recorded | 69e705337d0172140ec7f3b0 | | surprisal update | 10.8 | Not recorded | 69e705337d0172140ec7f3b0 | | surprisal update | 9.5 | Not recorded | 69e705337d0172140ec7f3b0 | | surprisal update | 8.9 | Not recorded | 69e705337d0172140ec7f3b0 | | surprisal update | 8.5 | Not recorded | 69e705337d0172140ec7f3b0 | | surprisal update | 8.4 | Not recorded | 69e705337d0172140ec7f3b0 | | surprisal update | 8.3 | Not recorded | 69e705337d0172140ec7f3b0 | | surprisal update | 8.2 | Not recorded | 69e705337d0172140ec7f3b0 | | surprisal update | 7.9 | Not recorded | 69e705337d0172140ec7f3b0 | | surprisal update | 7.8 | Not recorded | 69e705337d0172140ec7f3b0 | | surprisal update | 7.8 | Not recorded | 69e705337d0172140ec7f3b0 | | surprisal update | 6.8 | Not recorded | 69e705337d0172140ec7f3b0 | | surprisal update | 6.8 | Not recorded | 69e705337d0172140ec7f3b0 | | surprisal update | 6.7 | Not recorded | 69e705337d0172140ec7f3b0 | | surprisal update | 6 | Not recorded | 69e705337d0172140ec7f3b0 | | surprisal update | 5.8 | Not recorded | 69e705337d0172140ec7f3b0 | ### surprisal update MVRR: 11.7. Result ID: 69e77e9447f34ce924cf8197. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"G2-sm"}. This record does not assert independent reproduction. ### surprisal update MVRR: 11.5. Result ID: 69e77e9447f34ce924cf819b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"OT-125m"}. This record does not assert independent reproduction. ### surprisal update MVRR: 11.4. Result ID: 69e77e9447f34ce924cf819a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"G2-xl"}. This record does not assert independent reproduction. ### surprisal update MVRR: 11.3. Result ID: 69e77e9447f34ce924cf8199. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"G2-lg"}. This record does not assert independent reproduction. ### surprisal update MVRR: 10.8. Result ID: 69e77e9447f34ce924cf8198. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"G2-md"}. This record does not assert independent reproduction. ### surprisal update MVRR: 9.5. Result ID: 69e77e9447f34ce924cf81a5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"PT-1b"}. This record does not assert independent reproduction. ### surprisal update MVRR: 8.9. Result ID: 69e77e9447f34ce924cf81a4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"PT-410m"}. This record does not assert independent reproduction. ### surprisal update MVRR: 8.5. Result ID: 69e77e9447f34ce924cf81a8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"PT-6.9b"}. This record does not assert independent reproduction. ### surprisal update MVRR: 8.4. Result ID: 69e77e9447f34ce924cf819f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"OT-13b"}. This record does not assert independent reproduction. ### surprisal update MVRR: 8.3. Result ID: 69e77e9447f34ce924cf819d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"OT-2.7b"}. This record does not assert independent reproduction. ### surprisal update MVRR: 8.2. Result ID: 69e77e9447f34ce924cf819e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"OT-6.7b"}. This record does not assert independent reproduction. ### surprisal update MVRR: 7.9. Result ID: 69e77e9447f34ce924cf81a1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"OT-66b"}. This record does not assert independent reproduction. ### surprisal update MVRR: 7.8. Result ID: 69e77e9447f34ce924cf819c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"OT-1.3b"}. This record does not assert independent reproduction. ### surprisal update MVRR: 7.8. Result ID: 69e77e9447f34ce924cf81a3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"PT-160m"}. This record does not assert independent reproduction. ### surprisal update MVRR: 6.8. Result ID: 69e77e9447f34ce924cf81a2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"PT-70m"}. This record does not assert independent reproduction. ### surprisal update MVRR: 6.8. Result ID: 69e77e9447f34ce924cf81a9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"PT-12b"}. This record does not assert independent reproduction. ### surprisal update MVRR: 6.7. Result ID: 69e77e9447f34ce924cf81a0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"OT-30b"}. This record does not assert independent reproduction. ### surprisal update MVRR: 6. Result ID: 69e77e9447f34ce924cf81a6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"PT-1.4b"}. This record does not assert independent reproduction. ### surprisal update MVRR: 5.8. Result ID: 69e77e9447f34ce924cf81a7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"PT-2.8b"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.