Fear prediction on Parent data segment-level (5-fold cross-validation)
89.94AUC (Fear)CoCo-LoRA
Evaluation results
| Method | Links | |
|---|---|---|
| CoCo-LoRALLM=aDRoBERTa, Audio Encoder=wav2vec2LFT2026.04 | 89.94 | |
| LoRALLM=nRoBERTa, Audio Encoder=-2026.04 | 89.81 | |
| TransferLLM=nRoBERTa, Audio Encoder=whisperM2026.04 | 89.1 | |
| CoCo-LoRALLM=nRoBERTa, Audio Encoder=wav2vec2LFT2026.04 | 88.64 | |
| CoCo-LoRALLM=nRoBERTa, Audio Encoder=whisperM2026.04 | 88.52 | |
| CoCo-LoRALLM=aDRoBERTa, Audio Encoder=whisperM2026.04 | 88.49 | |
| TransferLLM=nRoBERTa, Audio Encoder=wav2vec2LFT2026.04 | 88.43 | |
| LoRALLM=aDRoBERTa, Audio Encoder=-2026.04 | 88.26 | |
| TransferLLM=nRoBERTa, Audio Encoder=hubertLFT2026.04 | 87.87 | |
| TransferLLM=pTinyBERT, Audio Encoder=whisperM2026.04 | 86.52 | |
| C-LoRALLM=aDRoBERTa, Audio Encoder=-2026.04 | 86.44 | |
| CoCo-LoRALLM=pTinyBERT, Audio Encoder=whisperM2026.04 | 85.94 | |
| CoCo-LoRALLM=nRoBERTa, Audio Encoder=hubertLFT2026.04 | 85.92 | |
| TransferLLM=pTinyBERT, Audio Encoder=hubertLFT2026.04 | 85.01 | |
| TransferLLM=pTinyBERT, Audio Encoder=wav2vec2LFT2026.04 | 84.52 | |
| TransferLLM=aDRoBERTa, Audio Encoder=whisperM2026.04 | 82.7 | |
| CoCo-LoRALLM=aDRoBERTa, Audio Encoder=hubertLFT2026.04 | 82.09 | |
| TransferLLM=aMiniLM12, Audio Encoder=whisperM2026.04 | 81.81 | |
| TransferLLM=aDRoBERTa, Audio Encoder=wav2vec2LFT2026.04 | 80.99 | |
| TransferLLM=aDRoBERTa, Audio Encoder=hubertLFT2026.04 | 79.58 | |
| TransferLLM=aMiniLM12, Audio Encoder=wav2vec2LFT2026.04 | 78.22 | |
| CoCo-LoRALLM=pTinyBERT, Audio Encoder=wav2vec2LFT2026.04 | 78.13 | |
| TransferLLM=aMiniLM12, Audio Encoder=hubertLFT2026.04 | 78.13 | |
| C-LoRALLM=nRoBERTa, Audio Encoder=-2026.04 | 75.32 | |
| CoCo-LoRALLM=pTinyBERT, Audio Encoder=hubertLFT2026.04 | 75.13 | |
| C-LoRALLM=pTinyBERT, Audio Encoder=-2026.04 | 65.44 | |
| CoCo-LoRALLM=aMiniLM12, Audio Encoder=wav2vec2LFT2026.04 | 60.84 | |
| CoCo-LoRALLM=aMiniLM12, Audio Encoder=whisperM2026.04 | 57.31 | |
| CoCo-LoRALLM=aMiniLM12, Audio Encoder=hubertLFT2026.04 | 56.76 | |
| LoRALLM=pTinyBERT, Audio Encoder=-2026.04 | 53.94 | |
| C-LoRALLM=aMiniLM12, Audio Encoder=-2026.04 | 53.76 | |
| LoRALLM=aMiniLM12, Audio Encoder=-2026.04 | 51.26 |