Criticism prediction on Parent data segment-level 5-fold cross-validation
93.46AUCCoCo-LoRA
Evaluation Results
| Method | Links | |
|---|---|---|
| CoCo-LoRALLM=nRoBERTa, Audio Encoder=wav2vec2LFT2026.04 | 93.46 | |
| CoCo-LoRALLM=nRoBERTa, Audio Encoder=hubertLFT2026.04 | 93.43 | |
| CoCo-LoRALLM=nRoBERTa, Audio Encoder=whisperM2026.04 | 92.34 | |
| LoRALLM=nRoBERTa, Audio Encoder=-2026.04 | 91.93 | |
| CoCo-LoRALLM=aMiniLM12, Audio Encoder=whisperM2026.04 | 91.72 | |
| CoCo-LoRALLM=pTinyBERT, Audio Encoder=whisperM2026.04 | 91.54 | |
| CoCo-LoRALLM=aDRoBERTa, Audio Encoder=whisperM2026.04 | 91.38 | |
| CoCo-LoRALLM=aDRoBERTa, Audio Encoder=wav2vec2LFT2026.04 | 91.08 | |
| CoCo-LoRALLM=pTinyBERT, Audio Encoder=hubertLFT2026.04 | 91.07 | |
| CoCo-LoRALLM=aDRoBERTa, Audio Encoder=hubertLFT2026.04 | 90.46 | |
| LoRALLM=aDRoBERTa, Audio Encoder=-2026.04 | 90.4 | |
| TransferLLM=nRoBERTa, Audio Encoder=whisperM2026.04 | 90.15 | |
| TransferLLM=nRoBERTa, Audio Encoder=wav2vec2LFT2026.04 | 90.15 | |
| TransferLLM=nRoBERTa, Audio Encoder=hubertLFT2026.04 | 89.67 | |
| C-LoRALLM=aDRoBERTa, Audio Encoder=-2026.04 | 89.57 | |
| CoCo-LoRALLM=aMiniLM12, Audio Encoder=hubertLFT2026.04 | 89.06 | |
| C-LoRALLM=nRoBERTa, Audio Encoder=-2026.04 | 88.91 | |
| CoCo-LoRALLM=pTinyBERT, Audio Encoder=wav2vec2LFT2026.04 | 87.78 | |
| TransferLLM=pTinyBERT, Audio Encoder=whisperM2026.04 | 87.77 | |
| TransferLLM=pTinyBERT, Audio Encoder=hubertLFT2026.04 | 86.92 | |
| TransferLLM=pTinyBERT, Audio Encoder=wav2vec2LFT2026.04 | 86.73 | |
| C-LoRALLM=pTinyBERT, Audio Encoder=-2026.04 | 86.21 | |
| LoRALLM=pTinyBERT, Audio Encoder=-2026.04 | 84.09 | |
| TransferLLM=aDRoBERTa, Audio Encoder=whisperM2026.04 | 83.41 | |
| TransferLLM=aDRoBERTa, Audio Encoder=wav2vec2LFT2026.04 | 83.41 | |
| TransferLLM=aDRoBERTa, Audio Encoder=hubertLFT2026.04 | 82.23 | |
| TransferLLM=aMiniLM12, Audio Encoder=wav2vec2LFT2026.04 | 82.11 | |
| CoCo-LoRALLM=aMiniLM12, Audio Encoder=wav2vec2LFT2026.04 | 81.24 | |
| TransferLLM=aMiniLM12, Audio Encoder=whisperM2026.04 | 80.56 | |
| TransferLLM=aMiniLM12, Audio Encoder=hubertLFT2026.04 | 79.78 | |
| LoRALLM=aMiniLM12, Audio Encoder=-2026.04 | 72.7 | |
| C-LoRALLM=aMiniLM12, Audio Encoder=-2026.04 | 60.67 |