# Cognitive and Psychological tasks on Parent data (25-fold cross-val) Source: [Cognitive and Psychological tasks on Parent data (25-fold cross-val)]() Collection index: [llms.txt]() Data updated: 2026-04-20T08:41:32.306Z Evaluation of models predicting various cognitive and psychological spectrum scores (e.g., Introversion, Anxiety, Depression, ADHD) using the Parent data evaluated via 25-fold cross-validation. 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 | Cognitive and Psychological tasks | | Dataset (including any stated split) | Parent data (25-fold cross-val) | | Metric | Spectrum Score | | Unit | SCALAR | | Direction | Higher is better | | Results loaded | 25 of 25 | | 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 - [Spectrum Score](): Higher is better; unit: SCALAR. - [Introversion Score](): Higher is better; unit: SCALAR. - [Extroversion Score](): Higher is better; unit: SCALAR. - [ADHD Score](): Higher is better; unit: SCALAR. - [Anxiety Score](): Higher is better; unit: SCALAR. - [Depression Score](): Higher is better; unit: SCALAR. - [Mood Score](): Higher is better; unit: SCALAR. ## Recorded results | Method | Spectrum Score | Result date | Report paper | | --- | --- | --- | --- | | TinyBERT+confLgFT | 66.75 | Not recorded | 69e5b32d7d0172140ec7e15e | | TinyBERT+confLgFT | 66.11 | Not recorded | 69e5b32d7d0172140ec7e15e | | TinyBERT+confLgFT | 64.43 | Not recorded | 69e5b32d7d0172140ec7e15e | | TinyBERT+confLgFT | 62.78 | Not recorded | 69e5b32d7d0172140ec7e15e | | TinyBERT+w2v2LgFT | 61.64 | Not recorded | 69e5b32d7d0172140ec7e15e | | TinyBERT+hubLgFT | 61.2 | Not recorded | 69e5b32d7d0172140ec7e15e | | TinyBERT+w2v2LgFT | 61.18 | Not recorded | 69e5b32d7d0172140ec7e15e | | TinyBERT+w2v2LgFT | 60.64 | Not recorded | 69e5b32d7d0172140ec7e15e | | TinyBERT+hubLgFT | 59.47 | Not recorded | 69e5b32d7d0172140ec7e15e | | nMPNet+hubLgFT | 58.8 | Not recorded | 69e5b32d7d0172140ec7e15e | | TinyBERT+hubLgFT | 58.53 | Not recorded | 69e5b32d7d0172140ec7e15e | | TinyBERT+hubLgFT | 58.44 | Not recorded | 69e5b32d7d0172140ec7e15e | | TinyBERT+w2v2LgFT | 58.4 | Not recorded | 69e5b32d7d0172140ec7e15e | | nRoBERTa+hubLgFT | 58.21 | Not recorded | 69e5b32d7d0172140ec7e15e | | nMPNet+hubLgFT | 57.68 | Not recorded | 69e5b32d7d0172140ec7e15e | | nMPNet+hubLgFT | 56.77 | Not recorded | 69e5b32d7d0172140ec7e15e | | nRoBERTa+hubLgFT | 56.01 | Not recorded | 69e5b32d7d0172140ec7e15e | | nMPNet+hubLgFT | 55.75 | Not recorded | 69e5b32d7d0172140ec7e15e | | nRoBERTa+hubLgFT | 55.47 | Not recorded | 69e5b32d7d0172140ec7e15e | | nRoBERTa+w2v2LgFT | 54.98 | Not recorded | 69e5b32d7d0172140ec7e15e | | nRoBERTa+w2v2LgFT | 54.66 | Not recorded | 69e5b32d7d0172140ec7e15e | | nRoBERTa+hubLgFT | 53.8 | Not recorded | 69e5b32d7d0172140ec7e15e | | CLAP-LAION | 53.09 | Not recorded | 69e5b32d7d0172140ec7e15e | | nRoBERTa+w2v2LgFT | 52.47 | Not recorded | 69e5b32d7d0172140ec7e15e | | nRoBERTa+w2v2LgFT | 51.81 | Not recorded | 69e5b32d7d0172140ec7e15e | ### TinyBERT+confLgFT Spectrum Score: 66.75. Result ID: 69e5e6b847f34ce924cc1f5e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Protocol":"HILBERT: DualC + MoE"}. This record does not assert independent reproduction. ### TinyBERT+confLgFT Spectrum Score: 66.11. Result ID: 69e5e6b847f34ce924cc1f5d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Protocol":"Contrastive + MoE"}. This record does not assert independent reproduction. ### TinyBERT+confLgFT Spectrum Score: 64.43. Result ID: 69e5e6b847f34ce924cc1f5c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Protocol":"Transfer + MoE"}. This record does not assert independent reproduction. ### TinyBERT+confLgFT Spectrum Score: 62.78. Result ID: 69e5e6b847f34ce924cc1f5b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Protocol":"Baseline: Transfer"}. This record does not assert independent reproduction. ### TinyBERT+w2v2LgFT Spectrum Score: 61.64. Result ID: 69e5e6b847f34ce924cc1f66. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Protocol":"HILBERT: DualC + MoE"}. This record does not assert independent reproduction. ### TinyBERT+hubLgFT Spectrum Score: 61.2. Result ID: 69e5e6b847f34ce924cc1f5a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Protocol":"HILBERT: DualC + MoE"}. This record does not assert independent reproduction. ### TinyBERT+w2v2LgFT Spectrum Score: 61.18. Result ID: 69e5e6b847f34ce924cc1f65. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Protocol":"Contrastive + MoE"}. This record does not assert independent reproduction. ### TinyBERT+w2v2LgFT Spectrum Score: 60.64. Result ID: 69e5e6b847f34ce924cc1f64. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Protocol":"Transfer + MoE"}. This record does not assert independent reproduction. ### TinyBERT+hubLgFT Spectrum Score: 59.47. Result ID: 69e5e6b847f34ce924cc1f59. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Protocol":"Contrastive + MoE"}. This record does not assert independent reproduction. ### nMPNet+hubLgFT Spectrum Score: 58.8. Result ID: 69e5e6b847f34ce924cc1f6a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Protocol":"HILBERT: DualC + MoE"}. This record does not assert independent reproduction. ### TinyBERT+hubLgFT Spectrum Score: 58.53. Result ID: 69e5e6b847f34ce924cc1f57. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Protocol":"Baseline: Transfer"}. This record does not assert independent reproduction. ### TinyBERT+hubLgFT Spectrum Score: 58.44. Result ID: 69e5e6b847f34ce924cc1f58. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Protocol":"Transfer + MoE"}. This record does not assert independent reproduction. ### TinyBERT+w2v2LgFT Spectrum Score: 58.4. Result ID: 69e5e6b847f34ce924cc1f63. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Protocol":"Baseline: Transfer"}. This record does not assert independent reproduction. ### nRoBERTa+hubLgFT Spectrum Score: 58.21. Result ID: 69e5e6b847f34ce924cc1f62. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Protocol":"HILBERT: DualC + MoE"}. This record does not assert independent reproduction. ### nMPNet+hubLgFT Spectrum Score: 57.68. Result ID: 69e5e6b847f34ce924cc1f69. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Protocol":"Contrastive + MoE"}. This record does not assert independent reproduction. ### nMPNet+hubLgFT Spectrum Score: 56.77. Result ID: 69e5e6b847f34ce924cc1f68. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Protocol":"Transfer + MoE"}. This record does not assert independent reproduction. ### nRoBERTa+hubLgFT Spectrum Score: 56.01. Result ID: 69e5e6b847f34ce924cc1f61. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Protocol":"Contrastive + MoE"}. This record does not assert independent reproduction. ### nMPNet+hubLgFT Spectrum Score: 55.75. Result ID: 69e5e6b847f34ce924cc1f67. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Protocol":"Baseline: Transfer"}. This record does not assert independent reproduction. ### nRoBERTa+hubLgFT Spectrum Score: 55.47. Result ID: 69e5e6b847f34ce924cc1f60. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Protocol":"Transfer + MoE"}. This record does not assert independent reproduction. ### nRoBERTa+w2v2LgFT Spectrum Score: 54.98. Result ID: 69e5e6b847f34ce924cc1f6e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Protocol":"HILBERT: DualC + MoE"}. This record does not assert independent reproduction. ### nRoBERTa+w2v2LgFT Spectrum Score: 54.66. Result ID: 69e5e6b847f34ce924cc1f6d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Protocol":"Contrastive + MoE"}. This record does not assert independent reproduction. ### nRoBERTa+hubLgFT Spectrum Score: 53.8. Result ID: 69e5e6b847f34ce924cc1f5f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Protocol":"Baseline: Transfer"}. This record does not assert independent reproduction. ### CLAP-LAION Spectrum Score: 53.09. Result ID: 69e5e6b847f34ce924cc1f56. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### nRoBERTa+w2v2LgFT Spectrum Score: 52.47. Result ID: 69e5e6b847f34ce924cc1f6c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Protocol":"Transfer + MoE"}. This record does not assert independent reproduction. ### nRoBERTa+w2v2LgFT Spectrum Score: 51.81. Result ID: 69e5e6b847f34ce924cc1f6b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Protocol":"Baseline: Transfer"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.