Sentiment prediction on Parent data segment-level (5-fold cross-validation)
95.3AUCCoCo-LoRA
Evaluation Results
| Method | Links | |
|---|---|---|
| CoCo-LoRALLM=aMiniLM12, Audio Encoder=whisperM2026.04 | 95.3 | |
| CoCo-LoRALLM=aMiniLM12, Audio Encoder=hubertLFT2026.04 | 95.13 | |
| CoCo-LoRALLM=aMiniLM12, Audio Encoder=wav2vec2LFT2026.04 | 94.92 | |
| CoCo-LoRALLM=nRoBERTa, Audio Encoder=whisperM2026.04 | 94.86 | |
| CoCo-LoRALLM=nRoBERTa, Audio Encoder=wav2vec2LFT2026.04 | 94.58 | |
| CoCo-LoRALLM=nRoBERTa, Audio Encoder=hubertLFT2026.04 | 94.57 | |
| CoCo-LoRALLM=pTinyBERT, Audio Encoder=wav2vec2LFT2026.04 | 94.23 | |
| CoCo-LoRALLM=pTinyBERT, Audio Encoder=whisperM2026.04 | 94.09 | |
| CoCo-LoRALLM=pTinyBERT, Audio Encoder=hubertLFT2026.04 | 93.78 | |
| CoCo-LoRALLM=aDRoBERTa, Audio Encoder=wav2vec2LFT2026.04 | 92.99 | |
| CoCo-LoRALLM=aDRoBERTa, Audio Encoder=hubertLFT2026.04 | 92.89 | |
| CoCo-LoRALLM=aDRoBERTa, Audio Encoder=whisperM2026.04 | 92.69 | |
| LoRALLM=nRoBERTa, Audio Encoder=-2026.04 | 92.38 | |
| C-LoRALLM=nRoBERTa, Audio Encoder=-2026.04 | 91.42 | |
| LoRALLM=aDRoBERTa, Audio Encoder=-2026.04 | 91.31 | |
| TransferLLM=nRoBERTa, Audio Encoder=wav2vec2LFT2026.04 | 91.07 | |
| TransferLLM=nRoBERTa, Audio Encoder=hubertLFT2026.04 | 90.94 | |
| C-LoRALLM=aDRoBERTa, Audio Encoder=-2026.04 | 90.7 | |
| TransferLLM=nRoBERTa, Audio Encoder=whisperM2026.04 | 90.39 | |
| LoRALLM=pTinyBERT, Audio Encoder=-2026.04 | 90.23 | |
| LoRALLM=aMiniLM12, Audio Encoder=-2026.04 | 90.16 | |
| C-LoRALLM=aMiniLM12, Audio Encoder=-2026.04 | 90.1 | |
| C-LoRALLM=pTinyBERT, Audio Encoder=-2026.04 | 89.98 | |
| TransferLLM=pTinyBERT, Audio Encoder=whisperM2026.04 | 88.75 | |
| TransferLLM=pTinyBERT, Audio Encoder=wav2vec2LFT2026.04 | 88.42 | |
| TransferLLM=pTinyBERT, Audio Encoder=hubertLFT2026.04 | 88.1 | |
| TransferLLM=aDRoBERTa, Audio Encoder=wav2vec2LFT2026.04 | 85.53 | |
| TransferLLM=aDRoBERTa, Audio Encoder=hubertLFT2026.04 | 84.8 | |
| TransferLLM=aMiniLM12, Audio Encoder=wav2vec2LFT2026.04 | 84.12 | |
| TransferLLM=aMiniLM12, Audio Encoder=hubertLFT2026.04 | 83.6 | |
| TransferLLM=aMiniLM12, Audio Encoder=whisperM2026.04 | 83.32 | |
| TransferLLM=aDRoBERTa, Audio Encoder=whisperM2026.04 | 82.35 |