# Document-level traits prediction on offspring data 25 fold cross-validation Source: [Document-level traits prediction on offspring data 25 fold cross-validation]() Collection index: [llms.txt]() Data updated: 2026-04-20T08:41:32.206Z Evaluation of Document-level traits prediction performance on the offspring data using a 25-fold cross-validation setup, reporting AUC scores for affect, coherence, and richness. 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 | Document-level traits prediction | | Dataset (including any stated split) | offspring data 25 fold cross-validation | | Metric | Affect 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 - [Affect AUC](): Higher is better; unit: PERCENT. - [Coherence AUC](): Higher is better; unit: PERCENT. - [Richness AUC](): Higher is better; unit: PERCENT. ## Recorded results | Method | Affect AUC | Result date | Report paper | | --- | --- | --- | --- | | TinyBERT+whisperM | 83.85 | Not recorded | 69e5b32d7d0172140ec7e15e | | aMiniLM12+whisperM | 81.97 | Not recorded | 69e5b32d7d0172140ec7e15e | | TinyBERT+whisperM | 81.94 | Not recorded | 69e5b32d7d0172140ec7e15e | | TinyBERT+whisperM | 80.82 | Not recorded | 69e5b32d7d0172140ec7e15e | | sT5XL+whisperM | 80.81 | Not recorded | 69e5b32d7d0172140ec7e15e | | sT5XL+whisperM | 80.6 | Not recorded | 69e5b32d7d0172140ec7e15e | | TinyBERT+whisperM | 79.99 | Not recorded | 69e5b32d7d0172140ec7e15e | | aMiniLM12+whisperM | 79.79 | Not recorded | 69e5b32d7d0172140ec7e15e | | aMiniLM12+whisperM | 79.65 | Not recorded | 69e5b32d7d0172140ec7e15e | | sT5XL+whisperM | 79.52 | Not recorded | 69e5b32d7d0172140ec7e15e | | sT5XL+whisperM | 78.09 | Not recorded | 69e5b32d7d0172140ec7e15e | | aMiniLM12+whisperM | 77.68 | Not recorded | 69e5b32d7d0172140ec7e15e | | nDRoBERTa+w2v2LgFT | 76.39 | Not recorded | 69e5b32d7d0172140ec7e15e | | nDRoBERTa+w2v2LgFT | 75.36 | Not recorded | 69e5b32d7d0172140ec7e15e | | aMiniLM12+spec | 73.17 | Not recorded | 69e5b32d7d0172140ec7e15e | | aMiniLM12+spec | 73.04 | Not recorded | 69e5b32d7d0172140ec7e15e | | nDRoBERTa+w2v2LgFT | 72.42 | Not recorded | 69e5b32d7d0172140ec7e15e | | nDRoBERTa+w2v2LgFT | 72.04 | Not recorded | 69e5b32d7d0172140ec7e15e | | aMiniLM12+spec | 71.83 | Not recorded | 69e5b32d7d0172140ec7e15e | | aMiniLM12+spec | 70.22 | Not recorded | 69e5b32d7d0172140ec7e15e | | CLAP-LAION | 64.23 | Not recorded | 69e5b32d7d0172140ec7e15e | | nRoBERTa+w2v2LgFT | 63.5 | Not recorded | 69e5b32d7d0172140ec7e15e | | nRoBERTa+w2v2LgFT | 62.24 | Not recorded | 69e5b32d7d0172140ec7e15e | | nRoBERTa+w2v2LgFT | 60.5 | Not recorded | 69e5b32d7d0172140ec7e15e | | nRoBERTa+w2v2LgFT | 60.14 | Not recorded | 69e5b32d7d0172140ec7e15e | ### TinyBERT+whisperM Affect AUC: 83.85. Result ID: 69e5e6b847f34ce924cc1f0f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Configuration":"HILBERT: DualC + MoE"}. This record does not assert independent reproduction. ### aMiniLM12+whisperM Affect AUC: 81.97. Result ID: 69e5e6b847f34ce924cc1f23. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Configuration":"HILBERT: DualC + MoE"}. This record does not assert independent reproduction. ### TinyBERT+whisperM Affect AUC: 81.94. Result ID: 69e5e6b847f34ce924cc1f0e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Configuration":"Contrastive + MoE"}. This record does not assert independent reproduction. ### TinyBERT+whisperM Affect AUC: 80.82. Result ID: 69e5e6b847f34ce924cc1f0d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Configuration":"Transfer + MoE"}. This record does not assert independent reproduction. ### sT5XL+whisperM Affect AUC: 80.81. Result ID: 69e5e6b847f34ce924cc1f17. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Configuration":"HILBERT: DualC + MoE"}. This record does not assert independent reproduction. ### sT5XL+whisperM Affect AUC: 80.6. Result ID: 69e5e6b847f34ce924cc1f16. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Configuration":"Contrastive + MoE"}. This record does not assert independent reproduction. ### TinyBERT+whisperM Affect AUC: 79.99. Result ID: 69e5e6b847f34ce924cc1f0c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Configuration":"Baseline: Transfer"}. This record does not assert independent reproduction. ### aMiniLM12+whisperM Affect AUC: 79.79. Result ID: 69e5e6b847f34ce924cc1f22. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Configuration":"Contrastive + MoE"}. This record does not assert independent reproduction. ### aMiniLM12+whisperM Affect AUC: 79.65. Result ID: 69e5e6b847f34ce924cc1f21. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Configuration":"Transfer + MoE"}. This record does not assert independent reproduction. ### sT5XL+whisperM Affect AUC: 79.52. Result ID: 69e5e6b847f34ce924cc1f14. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Configuration":"Baseline: Transfer"}. This record does not assert independent reproduction. ### sT5XL+whisperM Affect AUC: 78.09. Result ID: 69e5e6b847f34ce924cc1f15. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Configuration":"Transfer + MoE"}. This record does not assert independent reproduction. ### aMiniLM12+whisperM Affect AUC: 77.68. Result ID: 69e5e6b847f34ce924cc1f20. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Configuration":"Baseline: Transfer"}. This record does not assert independent reproduction. ### nDRoBERTa+w2v2LgFT Affect AUC: 76.39. Result ID: 69e5e6b847f34ce924cc1f1b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Configuration":"HILBERT: DualC + MoE"}. This record does not assert independent reproduction. ### nDRoBERTa+w2v2LgFT Affect AUC: 75.36. Result ID: 69e5e6b847f34ce924cc1f1a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Configuration":"Contrastive + MoE"}. This record does not assert independent reproduction. ### aMiniLM12+spec Affect AUC: 73.17. Result ID: 69e5e6b847f34ce924cc1f13. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Configuration":"HILBERT: DualC + MoE"}. This record does not assert independent reproduction. ### aMiniLM12+spec Affect AUC: 73.04. Result ID: 69e5e6b847f34ce924cc1f12. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Configuration":"Contrastive + MoE"}. This record does not assert independent reproduction. ### nDRoBERTa+w2v2LgFT Affect AUC: 72.42. Result ID: 69e5e6b847f34ce924cc1f18. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Configuration":"Baseline: Transfer"}. This record does not assert independent reproduction. ### nDRoBERTa+w2v2LgFT Affect AUC: 72.04. Result ID: 69e5e6b847f34ce924cc1f19. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Configuration":"Transfer + MoE"}. This record does not assert independent reproduction. ### aMiniLM12+spec Affect AUC: 71.83. Result ID: 69e5e6b847f34ce924cc1f11. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Configuration":"Transfer + MoE"}. This record does not assert independent reproduction. ### aMiniLM12+spec Affect AUC: 70.22. Result ID: 69e5e6b847f34ce924cc1f10. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Configuration":"Baseline: Transfer"}. This record does not assert independent reproduction. ### CLAP-LAION Affect AUC: 64.23. Result ID: 69e5e6b847f34ce924cc1f0b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### nRoBERTa+w2v2LgFT Affect AUC: 63.5. Result ID: 69e5e6b847f34ce924cc1f1f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Configuration":"HILBERT: DualC + MoE"}. This record does not assert independent reproduction. ### nRoBERTa+w2v2LgFT Affect AUC: 62.24. Result ID: 69e5e6b847f34ce924cc1f1e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Configuration":"Contrastive + MoE"}. This record does not assert independent reproduction. ### nRoBERTa+w2v2LgFT Affect AUC: 60.5. Result ID: 69e5e6b847f34ce924cc1f1c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Configuration":"Baseline: Transfer"}. This record does not assert independent reproduction. ### nRoBERTa+w2v2LgFT Affect AUC: 60.14. Result ID: 69e5e6b847f34ce924cc1f1d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Configuration":"Transfer + MoE"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.