# Cognitive and Psychological Spectrum Prediction on offspring data 25 fold (val) Source: [Cognitive and Psychological Spectrum Prediction on offspring data 25 fold (val)]() Collection index: [llms.txt]() Data updated: 2026-04-20T08:41:32.237Z Evaluation of models predicting various cognitive and psychological spectrum scores (e.g., Introversion, Anxiety, Depression) using the offspring data 25 fold validation set, measured using AUC. 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 spectrum prediction | | Dataset (including any stated split) | offspring data 25 fold (val) | | Metric | Spectrum (AUC) | | Unit | PERCENT | | 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 (AUC)](): Higher is better; unit: PERCENT. - [Introversion (AUC)](): Higher is better; unit: PERCENT. - [Extroversion (AUC)](): Higher is better; unit: PERCENT. - [ADHD (AUC)](): Higher is better; unit: PERCENT. - [Anxiety (AUC)](): Higher is better; unit: PERCENT. - [Depression (AUC)](): Higher is better; unit: PERCENT. - [Mood (AUC)](): Higher is better; unit: PERCENT. ## Recorded results | Method | Spectrum (AUC) | Result date | Report paper | | --- | --- | --- | --- | | TinyBERT+whisperM | 67.33 | Not recorded | 69e5b32d7d0172140ec7e15e | | TinyBERT+whisperM | 64.87 | Not recorded | 69e5b32d7d0172140ec7e15e | | TinyBERT+whisperM | 64.29 | Not recorded | 69e5b32d7d0172140ec7e15e | | TinyBERT+whisperM | 63.84 | Not recorded | 69e5b32d7d0172140ec7e15e | | aMiniLM12+spec | 59.74 | Not recorded | 69e5b32d7d0172140ec7e15e | | nDRoBERTa+w2v2LgFT | 57.43 | Not recorded | 69e5b32d7d0172140ec7e15e | | aMiniLM12+spec | 56.83 | Not recorded | 69e5b32d7d0172140ec7e15e | | nRoBERTa+w2v2LgFT | 56.34 | Not recorded | 69e5b32d7d0172140ec7e15e | | sT5XL+whisperM | 56.09 | Not recorded | 69e5b32d7d0172140ec7e15e | | nRoBERTa+w2v2LgFT | 55.91 | Not recorded | 69e5b32d7d0172140ec7e15e | | aMiniLM12+whisperM | 54.6 | Not recorded | 69e5b32d7d0172140ec7e15e | | aMiniLM12+spec | 54.02 | Not recorded | 69e5b32d7d0172140ec7e15e | | sT5XL+whisperM | 53.8 | Not recorded | 69e5b32d7d0172140ec7e15e | | nRoBERTa+w2v2LgFT | 53.24 | Not recorded | 69e5b32d7d0172140ec7e15e | | sT5XL+whisperM | 53.21 | Not recorded | 69e5b32d7d0172140ec7e15e | | nRoBERTa+w2v2LgFT | 52.76 | Not recorded | 69e5b32d7d0172140ec7e15e | | aMiniLM12+spec | 52.71 | Not recorded | 69e5b32d7d0172140ec7e15e | | CLAP-LAION | 52.67 | Not recorded | 69e5b32d7d0172140ec7e15e | | aMiniLM12+whisperM | 52.36 | Not recorded | 69e5b32d7d0172140ec7e15e | | nDRoBERTa+w2v2LgFT | 52.33 | Not recorded | 69e5b32d7d0172140ec7e15e | | aMiniLM12+whisperM | 50.51 | Not recorded | 69e5b32d7d0172140ec7e15e | | nDRoBERTa+w2v2LgFT | 50.15 | Not recorded | 69e5b32d7d0172140ec7e15e | | sT5XL+whisperM | 50.12 | Not recorded | 69e5b32d7d0172140ec7e15e | | aMiniLM12+whisperM | 49.56 | Not recorded | 69e5b32d7d0172140ec7e15e | | nDRoBERTa+w2v2LgFT | 48.98 | Not recorded | 69e5b32d7d0172140ec7e15e | ### TinyBERT+whisperM Spectrum (AUC): 67.33. Result ID: 69e5e6b847f34ce924cc1f28. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Configuration":"HILBERT: DualC + MoE"}. This record does not assert independent reproduction. ### TinyBERT+whisperM Spectrum (AUC): 64.87. Result ID: 69e5e6b847f34ce924cc1f27. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Configuration":"Contrastive + MoE"}. This record does not assert independent reproduction. ### TinyBERT+whisperM Spectrum (AUC): 64.29. Result ID: 69e5e6b847f34ce924cc1f26. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Configuration":"Transfer + MoE"}. This record does not assert independent reproduction. ### TinyBERT+whisperM Spectrum (AUC): 63.84. Result ID: 69e5e6b847f34ce924cc1f25. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Configuration":"Baseline: Transfer"}. This record does not assert independent reproduction. ### aMiniLM12+spec Spectrum (AUC): 59.74. Result ID: 69e5e6b847f34ce924cc1f2c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Configuration":"HILBERT: DualC + MoE"}. This record does not assert independent reproduction. ### nDRoBERTa+w2v2LgFT Spectrum (AUC): 57.43. Result ID: 69e5e6b847f34ce924cc1f34. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Configuration":"HILBERT: DualC + MoE"}. This record does not assert independent reproduction. ### aMiniLM12+spec Spectrum (AUC): 56.83. Result ID: 69e5e6b847f34ce924cc1f2b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Configuration":"Contrastive + MoE"}. This record does not assert independent reproduction. ### nRoBERTa+w2v2LgFT Spectrum (AUC): 56.34. Result ID: 69e5e6b847f34ce924cc1f38. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Configuration":"HILBERT: DualC + MoE"}. This record does not assert independent reproduction. ### sT5XL+whisperM Spectrum (AUC): 56.09. Result ID: 69e5e6b847f34ce924cc1f30. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Configuration":"HILBERT: DualC + MoE"}. This record does not assert independent reproduction. ### nRoBERTa+w2v2LgFT Spectrum (AUC): 55.91. Result ID: 69e5e6b847f34ce924cc1f37. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Configuration":"Contrastive + MoE"}. This record does not assert independent reproduction. ### aMiniLM12+whisperM Spectrum (AUC): 54.6. Result ID: 69e5e6b847f34ce924cc1f3c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Configuration":"HILBERT: DualC + MoE"}. This record does not assert independent reproduction. ### aMiniLM12+spec Spectrum (AUC): 54.02. Result ID: 69e5e6b847f34ce924cc1f2a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Configuration":"Transfer + MoE"}. This record does not assert independent reproduction. ### sT5XL+whisperM Spectrum (AUC): 53.8. Result ID: 69e5e6b847f34ce924cc1f2f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Configuration":"Contrastive + MoE"}. This record does not assert independent reproduction. ### nRoBERTa+w2v2LgFT Spectrum (AUC): 53.24. Result ID: 69e5e6b847f34ce924cc1f35. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Configuration":"Baseline: Transfer"}. This record does not assert independent reproduction. ### sT5XL+whisperM Spectrum (AUC): 53.21. Result ID: 69e5e6b847f34ce924cc1f2e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Configuration":"Transfer + MoE"}. This record does not assert independent reproduction. ### nRoBERTa+w2v2LgFT Spectrum (AUC): 52.76. Result ID: 69e5e6b847f34ce924cc1f36. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Configuration":"Transfer + MoE"}. This record does not assert independent reproduction. ### aMiniLM12+spec Spectrum (AUC): 52.71. Result ID: 69e5e6b847f34ce924cc1f29. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Configuration":"Baseline: Transfer"}. This record does not assert independent reproduction. ### CLAP-LAION Spectrum (AUC): 52.67. Result ID: 69e5e6b847f34ce924cc1f24. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### aMiniLM12+whisperM Spectrum (AUC): 52.36. Result ID: 69e5e6b847f34ce924cc1f3b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Configuration":"Contrastive + MoE"}. This record does not assert independent reproduction. ### nDRoBERTa+w2v2LgFT Spectrum (AUC): 52.33. Result ID: 69e5e6b847f34ce924cc1f33. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Configuration":"Contrastive + MoE"}. This record does not assert independent reproduction. ### aMiniLM12+whisperM Spectrum (AUC): 50.51. Result ID: 69e5e6b847f34ce924cc1f39. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Configuration":"Baseline: Transfer"}. This record does not assert independent reproduction. ### nDRoBERTa+w2v2LgFT Spectrum (AUC): 50.15. Result ID: 69e5e6b847f34ce924cc1f32. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Configuration":"Transfer + MoE"}. This record does not assert independent reproduction. ### sT5XL+whisperM Spectrum (AUC): 50.12. Result ID: 69e5e6b847f34ce924cc1f2d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Configuration":"Baseline: Transfer"}. This record does not assert independent reproduction. ### aMiniLM12+whisperM Spectrum (AUC): 49.56. Result ID: 69e5e6b847f34ce924cc1f3a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Configuration":"Transfer + MoE"}. This record does not assert independent reproduction. ### nDRoBERTa+w2v2LgFT Spectrum (AUC): 48.98. Result ID: 69e5e6b847f34ce924cc1f31. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Configuration":"Baseline: Transfer"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.