Anger prediction on Parent data segment-level (5-fold cross-validation)
90.92AUCCoCo-LoRA
Evaluation Results
| Method | Links | |
|---|---|---|
| CoCo-LoRALLM=nRoBERTa, Audio Encoder=hubertLFT2026.04 | 90.92 | |
| LoRALLM=nRoBERTa, Audio Encoder=-2026.04 | 90.87 | |
| CoCo-LoRALLM=pTinyBERT, Audio Encoder=wav2vec2LFT2026.04 | 90.6 | |
| CoCo-LoRALLM=aDRoBERTa, Audio Encoder=wav2vec2LFT2026.04 | 90.34 | |
| CoCo-LoRALLM=pTinyBERT, Audio Encoder=whisperM2026.04 | 90.14 | |
| CoCo-LoRALLM=aDRoBERTa, Audio Encoder=whisperM2026.04 | 89.91 | |
| CoCo-LoRALLM=nRoBERTa, Audio Encoder=whisperM2026.04 | 89.84 | |
| LoRALLM=aDRoBERTa, Audio Encoder=-2026.04 | 89.7 | |
| TransferLLM=nRoBERTa, Audio Encoder=whisperM2026.04 | 89.56 | |
| TransferLLM=nRoBERTa, Audio Encoder=wav2vec2LFT2026.04 | 89.2 | |
| CoCo-LoRALLM=pTinyBERT, Audio Encoder=hubertLFT2026.04 | 89.11 | |
| C-LoRALLM=nRoBERTa, Audio Encoder=-2026.04 | 88.76 | |
| CoCo-LoRALLM=aDRoBERTa, Audio Encoder=hubertLFT2026.04 | 88.74 | |
| CoCo-LoRALLM=nRoBERTa, Audio Encoder=wav2vec2LFT2026.04 | 88.54 | |
| TransferLLM=nRoBERTa, Audio Encoder=hubertLFT2026.04 | 88.31 | |
| C-LoRALLM=aDRoBERTa, Audio Encoder=-2026.04 | 88.09 | |
| TransferLLM=pTinyBERT, Audio Encoder=whisperM2026.04 | 86.82 | |
| TransferLLM=pTinyBERT, Audio Encoder=wav2vec2LFT2026.04 | 86.18 | |
| TransferLLM=pTinyBERT, Audio Encoder=hubertLFT2026.04 | 85.11 | |
| TransferLLM=aDRoBERTa, Audio Encoder=whisperM2026.04 | 82.86 | |
| TransferLLM=aDRoBERTa, Audio Encoder=wav2vec2LFT2026.04 | 81.74 | |
| TransferLLM=aMiniLM12, Audio Encoder=wav2vec2LFT2026.04 | 80.56 | |
| TransferLLM=aDRoBERTa, Audio Encoder=hubertLFT2026.04 | 80.38 | |
| TransferLLM=aMiniLM12, Audio Encoder=whisperM2026.04 | 80.24 | |
| C-LoRALLM=pTinyBERT, Audio Encoder=-2026.04 | 78.39 | |
| TransferLLM=aMiniLM12, Audio Encoder=hubertLFT2026.04 | 77.45 | |
| LoRALLM=pTinyBERT, Audio Encoder=-2026.04 | 74.97 | |
| CoCo-LoRALLM=aMiniLM12, Audio Encoder=wav2vec2LFT2026.04 | 65.59 | |
| CoCo-LoRALLM=aMiniLM12, Audio Encoder=whisperM2026.04 | 64.82 | |
| C-LoRALLM=aMiniLM12, Audio Encoder=-2026.04 | 60.29 | |
| LoRALLM=aMiniLM12, Audio Encoder=-2026.04 | 58.83 | |
| CoCo-LoRALLM=aMiniLM12, Audio Encoder=hubertLFT2026.04 | 55.46 |