Sadness prediction on Parent data segment-level 5-fold cross-validation
91.52AUCCoCo-LoRA
Evaluation Results
| Method | Links | |
|---|---|---|
| CoCo-LoRALLM=nRoBERTa, Audio Encoder=whisperM2026.04 | 91.52 | |
| CoCo-LoRALLM=nRoBERTa, Audio Encoder=wav2vec2LFT2026.04 | 91.09 | |
| CoCo-LoRALLM=aDRoBERTa, Audio Encoder=whisperM2026.04 | 90.51 | |
| CoCo-LoRALLM=aDRoBERTa, Audio Encoder=hubertLFT2026.04 | 90.25 | |
| LoRALLM=nRoBERTa, Audio Encoder=-2026.04 | 89.92 | |
| TransferLLM=nRoBERTa, Audio Encoder=whisperM2026.04 | 89.51 | |
| CoCo-LoRALLM=aDRoBERTa, Audio Encoder=wav2vec2LFT2026.04 | 89.49 | |
| CoCo-LoRALLM=pTinyBERT, Audio Encoder=wav2vec2LFT2026.04 | 89 | |
| TransferLLM=nRoBERTa, Audio Encoder=hubertLFT2026.04 | 88.95 | |
| LoRALLM=aDRoBERTa, Audio Encoder=-2026.04 | 88.95 | |
| TransferLLM=nRoBERTa, Audio Encoder=wav2vec2LFT2026.04 | 88.76 | |
| CoCo-LoRALLM=pTinyBERT, Audio Encoder=whisperM2026.04 | 88.7 | |
| C-LoRALLM=nRoBERTa, Audio Encoder=-2026.04 | 87.95 | |
| C-LoRALLM=aDRoBERTa, Audio Encoder=-2026.04 | 87.7 | |
| CoCo-LoRALLM=nRoBERTa, Audio Encoder=hubertLFT2026.04 | 87.55 | |
| TransferLLM=pTinyBERT, Audio Encoder=whisperM2026.04 | 87 | |
| TransferLLM=pTinyBERT, Audio Encoder=wav2vec2LFT2026.04 | 86.69 | |
| CoCo-LoRALLM=pTinyBERT, Audio Encoder=hubertLFT2026.04 | 86.15 | |
| TransferLLM=pTinyBERT, Audio Encoder=hubertLFT2026.04 | 86.06 | |
| TransferLLM=aDRoBERTa, Audio Encoder=whisperM2026.04 | 83.49 | |
| C-LoRALLM=pTinyBERT, Audio Encoder=-2026.04 | 82.61 | |
| TransferLLM=aDRoBERTa, Audio Encoder=wav2vec2LFT2026.04 | 82.14 | |
| TransferLLM=aMiniLM12, Audio Encoder=whisperM2026.04 | 81.81 | |
| TransferLLM=aDRoBERTa, Audio Encoder=hubertLFT2026.04 | 81.52 | |
| TransferLLM=aMiniLM12, Audio Encoder=wav2vec2LFT2026.04 | 80.08 | |
| CoCo-LoRALLM=aMiniLM12, Audio Encoder=whisperM2026.04 | 79.54 | |
| TransferLLM=aMiniLM12, Audio Encoder=hubertLFT2026.04 | 78.77 | |
| LoRALLM=pTinyBERT, Audio Encoder=-2026.04 | 75.71 | |
| CoCo-LoRALLM=aMiniLM12, Audio Encoder=hubertLFT2026.04 | 75.05 | |
| CoCo-LoRALLM=aMiniLM12, Audio Encoder=wav2vec2LFT2026.04 | 56.38 | |
| C-LoRALLM=aMiniLM12, Audio Encoder=-2026.04 | 55.29 | |
| LoRALLM=aMiniLM12, Audio Encoder=-2026.04 | 50.74 |