Neutral state prediction on Parent data segment-level 5-fold cross-validation
81.35AUCCoCo-LoRA
Evaluation Results
| Method | Links | |
|---|---|---|
| CoCo-LoRALLM=aMiniLM12, Audio Encoder=whisperM2026.04 | 81.35 | |
| CoCo-LoRALLM=aMiniLM12, Audio Encoder=wav2vec2LFT2026.04 | 81.26 | |
| CoCo-LoRALLM=nRoBERTa, Audio Encoder=hubertLFT2026.04 | 80.93 | |
| CoCo-LoRALLM=nRoBERTa, Audio Encoder=whisperM2026.04 | 80.53 | |
| CoCo-LoRALLM=pTinyBERT, Audio Encoder=whisperM2026.04 | 80.27 | |
| CoCo-LoRALLM=pTinyBERT, Audio Encoder=hubertLFT2026.04 | 80.09 | |
| CoCo-LoRALLM=pTinyBERT, Audio Encoder=wav2vec2LFT2026.04 | 80.03 | |
| CoCo-LoRALLM=aMiniLM12, Audio Encoder=hubertLFT2026.04 | 79.96 | |
| LoRALLM=nRoBERTa, Audio Encoder=-2026.04 | 79.49 | |
| CoCo-LoRALLM=aDRoBERTa, Audio Encoder=wav2vec2LFT2026.04 | 79.08 | |
| CoCo-LoRALLM=aDRoBERTa, Audio Encoder=whisperM2026.04 | 78.98 | |
| CoCo-LoRALLM=aDRoBERTa, Audio Encoder=hubertLFT2026.04 | 78.43 | |
| LoRALLM=aDRoBERTa, Audio Encoder=-2026.04 | 78.3 | |
| TransferLLM=nRoBERTa, Audio Encoder=whisperM2026.04 | 78.28 | |
| C-LoRALLM=nRoBERTa, Audio Encoder=-2026.04 | 77.39 | |
| TransferLLM=nRoBERTa, Audio Encoder=wav2vec2LFT2026.04 | 77.36 | |
| LoRALLM=aMiniLM12, Audio Encoder=-2026.04 | 77.14 | |
| LoRALLM=pTinyBERT, Audio Encoder=-2026.04 | 77.12 | |
| TransferLLM=nRoBERTa, Audio Encoder=hubertLFT2026.04 | 76.92 | |
| C-LoRALLM=aDRoBERTa, Audio Encoder=-2026.04 | 76.74 | |
| CoCo-LoRALLM=nRoBERTa, Audio Encoder=wav2vec2LFT2026.04 | 76.32 | |
| C-LoRALLM=pTinyBERT, Audio Encoder=-2026.04 | 76 | |
| C-LoRALLM=aMiniLM12, Audio Encoder=-2026.04 | 75.86 | |
| TransferLLM=pTinyBERT, Audio Encoder=wav2vec2LFT2026.04 | 73.06 | |
| TransferLLM=pTinyBERT, Audio Encoder=hubertLFT2026.04 | 72.77 | |
| TransferLLM=aDRoBERTa, Audio Encoder=whisperM2026.04 | 72.47 | |
| TransferLLM=aMiniLM12, Audio Encoder=whisperM2026.04 | 72.29 | |
| TransferLLM=pTinyBERT, Audio Encoder=whisperM2026.04 | 71.37 | |
| TransferLLM=aDRoBERTa, Audio Encoder=wav2vec2LFT2026.04 | 70.76 | |
| TransferLLM=aMiniLM12, Audio Encoder=wav2vec2LFT2026.04 | 69.64 | |
| TransferLLM=aDRoBERTa, Audio Encoder=hubertLFT2026.04 | 68.97 | |
| TransferLLM=aMiniLM12, Audio Encoder=hubertLFT2026.04 | 68.5 |