Joy prediction on Parent data segment-level 5-fold cross-validation
92.17AUC (%)CoCo-LoRA
Evaluation Results
| Method | Links | |
|---|---|---|
| CoCo-LoRALLM=aMiniLM12, Audio Encoder=hubertLFT2026.04 | 92.17 | |
| CoCo-LoRALLM=aMiniLM12, Audio Encoder=wav2vec2LFT2026.04 | 91.88 | |
| CoCo-LoRALLM=nRoBERTa, Audio Encoder=hubertLFT2026.04 | 91.69 | |
| CoCo-LoRALLM=nRoBERTa, Audio Encoder=whisperM2026.04 | 91.65 | |
| CoCo-LoRALLM=nRoBERTa, Audio Encoder=wav2vec2LFT2026.04 | 91.64 | |
| CoCo-LoRALLM=pTinyBERT, Audio Encoder=hubertLFT2026.04 | 91.59 | |
| CoCo-LoRALLM=pTinyBERT, Audio Encoder=whisperM2026.04 | 91.51 | |
| CoCo-LoRALLM=aMiniLM12, Audio Encoder=whisperM2026.04 | 91.38 | |
| CoCo-LoRALLM=pTinyBERT, Audio Encoder=wav2vec2LFT2026.04 | 91.31 | |
| CoCo-LoRALLM=aDRoBERTa, Audio Encoder=wav2vec2LFT2026.04 | 90.39 | |
| CoCo-LoRALLM=aDRoBERTa, Audio Encoder=hubertLFT2026.04 | 90.08 | |
| LoRALLM=nRoBERTa, Audio Encoder=-2026.04 | 89.77 | |
| CoCo-LoRALLM=aDRoBERTa, Audio Encoder=whisperM2026.04 | 89.54 | |
| TransferLLM=nRoBERTa, Audio Encoder=whisperM2026.04 | 89.13 | |
| LoRALLM=aDRoBERTa, Audio Encoder=-2026.04 | 88.94 | |
| TransferLLM=nRoBERTa, Audio Encoder=wav2vec2LFT2026.04 | 88.69 | |
| TransferLLM=nRoBERTa, Audio Encoder=hubertLFT2026.04 | 88.56 | |
| C-LoRALLM=aDRoBERTa, Audio Encoder=-2026.04 | 88.21 | |
| LoRALLM=pTinyBERT, Audio Encoder=-2026.04 | 87.82 | |
| C-LoRALLM=nRoBERTa, Audio Encoder=-2026.04 | 87.74 | |
| C-LoRALLM=pTinyBERT, Audio Encoder=-2026.04 | 87.24 | |
| LoRALLM=aMiniLM12, Audio Encoder=-2026.04 | 87.16 | |
| TransferLLM=pTinyBERT, Audio Encoder=whisperM2026.04 | 86.95 | |
| TransferLLM=pTinyBERT, Audio Encoder=wav2vec2LFT2026.04 | 86.21 | |
| TransferLLM=pTinyBERT, Audio Encoder=hubertLFT2026.04 | 86.07 | |
| TransferLLM=aDRoBERTa, Audio Encoder=whisperM2026.04 | 84.83 | |
| TransferLLM=aMiniLM12, Audio Encoder=whisperM2026.04 | 84.06 | |
| TransferLLM=aDRoBERTa, Audio Encoder=wav2vec2LFT2026.04 | 84.01 | |
| TransferLLM=aMiniLM12, Audio Encoder=wav2vec2LFT2026.04 | 83.01 | |
| TransferLLM=aDRoBERTa, Audio Encoder=hubertLFT2026.04 | 83.01 | |
| TransferLLM=aMiniLM12, Audio Encoder=hubertLFT2026.04 | 81.97 | |
| C-LoRALLM=aMiniLM12, Audio Encoder=-2026.04 | 79.97 |