Worry prediction on Parent data segment-level 5-fold cross-validation
91.09AUC (%)CoCo-LoRA
Evaluation Results
| Method | Links | |
|---|---|---|
| CoCo-LoRALLM=nRoBERTa, Audio Encoder=whisperM2026.04 | 91.09 | |
| CoCo-LoRALLM=nRoBERTa, Audio Encoder=hubertLFT2026.04 | 90.78 | |
| CoCo-LoRALLM=nRoBERTa, Audio Encoder=wav2vec2LFT2026.04 | 90.52 | |
| CoCo-LoRALLM=pTinyBERT, Audio Encoder=hubertLFT2026.04 | 90.02 | |
| LoRALLM=nRoBERTa, Audio Encoder=-2026.04 | 89.99 | |
| CoCo-LoRALLM=aDRoBERTa, Audio Encoder=hubertLFT2026.04 | 89.39 | |
| TransferLLM=nRoBERTa, Audio Encoder=whisperM2026.04 | 89.03 | |
| TransferLLM=nRoBERTa, Audio Encoder=wav2vec2LFT2026.04 | 88.47 | |
| TransferLLM=nRoBERTa, Audio Encoder=hubertLFT2026.04 | 88.26 | |
| TransferLLM=pTinyBERT, Audio Encoder=whisperM2026.04 | 87.11 | |
| C-LoRALLM=nRoBERTa, Audio Encoder=-2026.04 | 86.94 | |
| C-LoRALLM=pTinyBERT, Audio Encoder=-2026.04 | 80.94 | |
| LoRALLM=pTinyBERT, Audio Encoder=-2026.04 | 75.31 | |
| TransferLLM=aMiniLM12, Audio Encoder=-2026.04 | 68.33 | |
| CoCo-LoRALLM=aMiniLM12, Audio Encoder=whisperM2026.04 | 66.89 |