Rumination prediction on Parent data segment-level (5-fold cross-validation)
83.61AUCTransfer
Evaluation Results
| Method | Links | |
|---|---|---|
| TransferLLM=pTinyBERT, Audio Encoder=whisperM2026.04 | 83.61 | |
| TransferLLM=nRoBERTa, Audio Encoder=whisperM2026.04 | 82.4 | |
| TransferLLM=aDRoBERTa, Audio Encoder=whisperM2026.04 | 81.43 | |
| TransferLLM=pTinyBERT, Audio Encoder=wav2vec2LFT2026.04 | 80.53 | |
| TransferLLM=nRoBERTa, Audio Encoder=hubertLFT2026.04 | 79.7 | |
| TransferLLM=nRoBERTa, Audio Encoder=wav2vec2LFT2026.04 | 79.16 | |
| TransferLLM=aMiniLM12, Audio Encoder=whisperM2026.04 | 78.86 | |
| LoRALLM=aDRoBERTa, Audio Encoder=-2026.04 | 78.73 | |
| TransferLLM=pTinyBERT, Audio Encoder=hubertLFT2026.04 | 78.33 | |
| CoCo-LoRALLM=aDRoBERTa, Audio Encoder=hubertLFT2026.04 | 77.65 | |
| CoCo-LoRALLM=aDRoBERTa, Audio Encoder=whisperM2026.04 | 76.13 | |
| CoCo-LoRALLM=aDRoBERTa, Audio Encoder=wav2vec2LFT2026.04 | 75.62 | |
| TransferLLM=aDRoBERTa, Audio Encoder=wav2vec2LFT2026.04 | 75.23 | |
| TransferLLM=aMiniLM12, Audio Encoder=wav2vec2LFT2026.04 | 72.78 | |
| TransferLLM=aMiniLM12, Audio Encoder=hubertLFT2026.04 | 69.31 | |
| TransferLLM=aDRoBERTa, Audio Encoder=hubertLFT2026.04 | 68.52 | |
| C-LoRALLM=aDRoBERTa, Audio Encoder=-2026.04 | 68.47 | |
| CoCo-LoRALLM=nRoBERTa, Audio Encoder=wav2vec2LFT2026.04 | 66.43 | |
| CoCo-LoRALLM=nRoBERTa, Audio Encoder=hubertLFT2026.04 | 65.35 | |
| CoCo-LoRALLM=pTinyBERT, Audio Encoder=hubertLFT2026.04 | 60.9 | |
| CoCo-LoRALLM=nRoBERTa, Audio Encoder=whisperM2026.04 | 59.43 | |
| LoRALLM=nRoBERTa, Audio Encoder=-2026.04 | 59.01 | |
| CoCo-LoRALLM=pTinyBERT, Audio Encoder=wav2vec2LFT2026.04 | 58.44 | |
| CoCo-LoRALLM=pTinyBERT, Audio Encoder=whisperM2026.04 | 57.04 | |
| CoCo-LoRALLM=aMiniLM12, Audio Encoder=wav2vec2LFT2026.04 | 55.7 | |
| C-LoRALLM=nRoBERTa, Audio Encoder=-2026.04 | 55.68 | |
| CoCo-LoRALLM=aMiniLM12, Audio Encoder=hubertLFT2026.04 | 55.14 | |
| CoCo-LoRALLM=aMiniLM12, Audio Encoder=whisperM2026.04 | 55 | |
| C-LoRALLM=pTinyBERT, Audio Encoder=-2026.04 | 54.66 | |
| C-LoRALLM=aMiniLM12, Audio Encoder=-2026.04 | 51.39 | |
| LoRALLM=pTinyBERT, Audio Encoder=-2026.04 | 50 | |
| LoRALLM=aMiniLM12, Audio Encoder=-2026.04 | 50 |