# Rumination prediction on Parent data segment-level (5-fold cross-validation) Source: [Rumination prediction on Parent data segment-level (5-fold cross-validation)]() Collection index: [llms.txt]() Data updated: 2026-04-21T07:47:53.877Z Evaluation of Rumination prediction performance on the Parent data segment dataset using 5-fold cross-validation, measured by 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 | Rumination prediction | | Dataset (including any stated split) | Parent data segment-level (5-fold cross-validation) | | Metric | AUC | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 32 of 32 | | 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 - [AUC](): Higher is better; unit: PERCENT. ## Recorded results | Method | AUC | Result date | Report paper | | --- | --- | --- | --- | | Transfer | 83.61 | Not recorded | 69e704607d0172140ec7eaf5 | | Transfer | 82.4 | Not recorded | 69e704607d0172140ec7eaf5 | | Transfer | 81.43 | Not recorded | 69e704607d0172140ec7eaf5 | | Transfer | 80.53 | Not recorded | 69e704607d0172140ec7eaf5 | | Transfer | 79.7 | Not recorded | 69e704607d0172140ec7eaf5 | | Transfer | 79.16 | Not recorded | 69e704607d0172140ec7eaf5 | | Transfer | 78.86 | Not recorded | 69e704607d0172140ec7eaf5 | | LoRA | 78.73 | Not recorded | 69e704607d0172140ec7eaf5 | | Transfer | 78.33 | Not recorded | 69e704607d0172140ec7eaf5 | | CoCo-LoRA | 77.65 | Not recorded | 69e704607d0172140ec7eaf5 | | CoCo-LoRA | 76.13 | Not recorded | 69e704607d0172140ec7eaf5 | | CoCo-LoRA | 75.62 | Not recorded | 69e704607d0172140ec7eaf5 | | Transfer | 75.23 | Not recorded | 69e704607d0172140ec7eaf5 | | Transfer | 72.78 | Not recorded | 69e704607d0172140ec7eaf5 | | Transfer | 69.31 | Not recorded | 69e704607d0172140ec7eaf5 | | Transfer | 68.52 | Not recorded | 69e704607d0172140ec7eaf5 | | C-LoRA | 68.47 | Not recorded | 69e704607d0172140ec7eaf5 | | CoCo-LoRA | 66.43 | Not recorded | 69e704607d0172140ec7eaf5 | | CoCo-LoRA | 65.35 | Not recorded | 69e704607d0172140ec7eaf5 | | CoCo-LoRA | 60.9 | Not recorded | 69e704607d0172140ec7eaf5 | | CoCo-LoRA | 59.43 | Not recorded | 69e704607d0172140ec7eaf5 | | LoRA | 59.01 | Not recorded | 69e704607d0172140ec7eaf5 | | CoCo-LoRA | 58.44 | Not recorded | 69e704607d0172140ec7eaf5 | | CoCo-LoRA | 57.04 | Not recorded | 69e704607d0172140ec7eaf5 | | CoCo-LoRA | 55.7 | Not recorded | 69e704607d0172140ec7eaf5 | | C-LoRA | 55.68 | Not recorded | 69e704607d0172140ec7eaf5 | | CoCo-LoRA | 55.14 | Not recorded | 69e704607d0172140ec7eaf5 | | CoCo-LoRA | 55 | Not recorded | 69e704607d0172140ec7eaf5 | | C-LoRA | 54.66 | Not recorded | 69e704607d0172140ec7eaf5 | | C-LoRA | 51.39 | Not recorded | 69e704607d0172140ec7eaf5 | | LoRA | 50 | Not recorded | 69e704607d0172140ec7eaf5 | | LoRA | 50 | Not recorded | 69e704607d0172140ec7eaf5 | ### Transfer AUC: 83.61. Result ID: 69e72ba747f34ce924cd244f. [Reporting paper]() Recorded evaluation configuration: {"LLM":"pTinyBERT","Audio Encoder":"whisperM"}. This record does not assert independent reproduction. ### Transfer AUC: 82.4. Result ID: 69e72ba747f34ce924cd2447. [Reporting paper]() Recorded evaluation configuration: {"LLM":"nRoBERTa","Audio Encoder":"whisperM"}. This record does not assert independent reproduction. ### Transfer AUC: 81.43. Result ID: 69e72ba747f34ce924cd245f. [Reporting paper]() Recorded evaluation configuration: {"LLM":"aDRoBERTa","Audio Encoder":"whisperM"}. This record does not assert independent reproduction. ### Transfer AUC: 80.53. Result ID: 69e72ba747f34ce924cd2450. [Reporting paper]() Recorded evaluation configuration: {"LLM":"pTinyBERT","Audio Encoder":"wav2vec2LFT"}. This record does not assert independent reproduction. ### Transfer AUC: 79.7. Result ID: 69e72ba747f34ce924cd2449. [Reporting paper]() Recorded evaluation configuration: {"LLM":"nRoBERTa","Audio Encoder":"hubertLFT"}. This record does not assert independent reproduction. ### Transfer AUC: 79.16. Result ID: 69e72ba747f34ce924cd2448. [Reporting paper]() Recorded evaluation configuration: {"LLM":"nRoBERTa","Audio Encoder":"wav2vec2LFT"}. This record does not assert independent reproduction. ### Transfer AUC: 78.86. Result ID: 69e72ba747f34ce924cd2457. [Reporting paper]() Recorded evaluation configuration: {"LLM":"aMiniLM12","Audio Encoder":"whisperM"}. This record does not assert independent reproduction. ### LoRA AUC: 78.73. Result ID: 69e72ba747f34ce924cd245d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"LLM":"aDRoBERTa","Audio Encoder":"-"}. This record does not assert independent reproduction. ### Transfer AUC: 78.33. Result ID: 69e72ba747f34ce924cd2451. [Reporting paper]() Recorded evaluation configuration: {"LLM":"pTinyBERT","Audio Encoder":"hubertLFT"}. This record does not assert independent reproduction. ### CoCo-LoRA AUC: 77.65. Result ID: 69e72ba747f34ce924cd2464. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"LLM":"aDRoBERTa","Audio Encoder":"hubertLFT"}. This record does not assert independent reproduction. ### CoCo-LoRA AUC: 76.13. Result ID: 69e72ba747f34ce924cd2462. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"LLM":"aDRoBERTa","Audio Encoder":"whisperM"}. This record does not assert independent reproduction. ### CoCo-LoRA AUC: 75.62. Result ID: 69e72ba747f34ce924cd2463. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"LLM":"aDRoBERTa","Audio Encoder":"wav2vec2LFT"}. This record does not assert independent reproduction. ### Transfer AUC: 75.23. Result ID: 69e72ba747f34ce924cd2460. [Reporting paper]() Recorded evaluation configuration: {"LLM":"aDRoBERTa","Audio Encoder":"wav2vec2LFT"}. This record does not assert independent reproduction. ### Transfer AUC: 72.78. Result ID: 69e72ba747f34ce924cd2458. [Reporting paper]() Recorded evaluation configuration: {"LLM":"aMiniLM12","Audio Encoder":"wav2vec2LFT"}. This record does not assert independent reproduction. ### Transfer AUC: 69.31. Result ID: 69e72ba747f34ce924cd2459. [Reporting paper]() Recorded evaluation configuration: {"LLM":"aMiniLM12","Audio Encoder":"hubertLFT"}. This record does not assert independent reproduction. ### Transfer AUC: 68.52. Result ID: 69e72ba747f34ce924cd2461. [Reporting paper]() Recorded evaluation configuration: {"LLM":"aDRoBERTa","Audio Encoder":"hubertLFT"}. This record does not assert independent reproduction. ### C-LoRA AUC: 68.47. Result ID: 69e72ba747f34ce924cd245e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"LLM":"aDRoBERTa","Audio Encoder":"-"}. This record does not assert independent reproduction. ### CoCo-LoRA AUC: 66.43. Result ID: 69e72ba747f34ce924cd244b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"LLM":"nRoBERTa","Audio Encoder":"wav2vec2LFT"}. This record does not assert independent reproduction. ### CoCo-LoRA AUC: 65.35. Result ID: 69e72ba747f34ce924cd244c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"LLM":"nRoBERTa","Audio Encoder":"hubertLFT"}. This record does not assert independent reproduction. ### CoCo-LoRA AUC: 60.9. Result ID: 69e72ba747f34ce924cd2454. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"LLM":"pTinyBERT","Audio Encoder":"hubertLFT"}. This record does not assert independent reproduction. ### CoCo-LoRA AUC: 59.43. Result ID: 69e72ba747f34ce924cd244a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"LLM":"nRoBERTa","Audio Encoder":"whisperM"}. This record does not assert independent reproduction. ### LoRA AUC: 59.01. Result ID: 69e72ba747f34ce924cd2445. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"LLM":"nRoBERTa","Audio Encoder":"-"}. This record does not assert independent reproduction. ### CoCo-LoRA AUC: 58.44. Result ID: 69e72ba747f34ce924cd2453. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"LLM":"pTinyBERT","Audio Encoder":"wav2vec2LFT"}. This record does not assert independent reproduction. ### CoCo-LoRA AUC: 57.04. Result ID: 69e72ba747f34ce924cd2452. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"LLM":"pTinyBERT","Audio Encoder":"whisperM"}. This record does not assert independent reproduction. ### CoCo-LoRA AUC: 55.7. Result ID: 69e72ba747f34ce924cd245b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"LLM":"aMiniLM12","Audio Encoder":"wav2vec2LFT"}. This record does not assert independent reproduction. ### C-LoRA AUC: 55.68. Result ID: 69e72ba747f34ce924cd2446. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"LLM":"nRoBERTa","Audio Encoder":"-"}. This record does not assert independent reproduction. ### CoCo-LoRA AUC: 55.14. Result ID: 69e72ba747f34ce924cd245c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"LLM":"aMiniLM12","Audio Encoder":"hubertLFT"}. This record does not assert independent reproduction. ### CoCo-LoRA AUC: 55. Result ID: 69e72ba747f34ce924cd245a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"LLM":"aMiniLM12","Audio Encoder":"whisperM"}. This record does not assert independent reproduction. ### C-LoRA AUC: 54.66. Result ID: 69e72ba747f34ce924cd244e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"LLM":"pTinyBERT","Audio Encoder":"-"}. This record does not assert independent reproduction. ### C-LoRA AUC: 51.39. Result ID: 69e72ba747f34ce924cd2456. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"LLM":"aMiniLM12","Audio Encoder":"-"}. This record does not assert independent reproduction. ### LoRA AUC: 50. Result ID: 69e72ba747f34ce924cd244d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"LLM":"pTinyBERT","Audio Encoder":"-"}. This record does not assert independent reproduction. ### LoRA AUC: 50. Result ID: 69e72ba747f34ce924cd2455. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"LLM":"aMiniLM12","Audio Encoder":"-"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.