Objective trait prediction on Parent data segment-level 5-fold cross-validation
91.94AUCCoCo-LoRA
Evaluation results
| Method | Links | |
|---|---|---|
| CoCo-LoRALLM=aMiniLM12, Audio Encoder=whisperM2026.04 | 91.94 | |
| CoCo-LoRALLM=aMiniLM12, Audio Encoder=hubertLFT2026.04 | 91.59 | |
| CoCo-LoRALLM=aMiniLM12, Audio Encoder=wav2vec2LFT2026.04 | 91.11 | |
| CoCo-LoRALLM=pTinyBERT, Audio Encoder=wav2vec2LFT2026.04 | 90.54 | |
| CoCo-LoRALLM=pTinyBERT, Audio Encoder=hubertLFT2026.04 | 90.51 | |
| CoCo-LoRALLM=nRoBERTa, Audio Encoder=wav2vec2LFT2026.04 | 90.11 | |
| CoCo-LoRALLM=nRoBERTa, Audio Encoder=whisperM2026.04 | 90.03 | |
| CoCo-LoRALLM=nRoBERTa, Audio Encoder=hubertLFT2026.04 | 89.91 | |
| CoCo-LoRALLM=pTinyBERT, Audio Encoder=whisperM2026.04 | 89.86 | |
| CoCo-LoRALLM=aDRoBERTa, Audio Encoder=hubertLFT2026.04 | 88.93 | |
| CoCo-LoRALLM=aDRoBERTa, Audio Encoder=whisperM2026.04 | 88.31 | |
| CoCo-LoRALLM=aDRoBERTa, Audio Encoder=wav2vec2LFT2026.04 | 88.3 | |
| LoRALLM=nRoBERTa, Audio Encoder=-2026.04 | 88.02 | |
| LoRALLM=aDRoBERTa, Audio Encoder=-2026.04 | 87.39 | |
| LoRALLM=pTinyBERT, Audio Encoder=-2026.04 | 86.91 | |
| LoRALLM=aMiniLM12, Audio Encoder=-2026.04 | 86.91 | |
| C-LoRALLM=nRoBERTa, Audio Encoder=-2026.04 | 86.82 | |
| C-LoRALLM=aDRoBERTa, Audio Encoder=-2026.04 | 86.4 | |
| C-LoRALLM=aMiniLM12, Audio Encoder=-2026.04 | 86.38 | |
| C-LoRALLM=pTinyBERT, Audio Encoder=-2026.04 | 85.91 | |
| TransferLLM=nRoBERTa, Audio Encoder=whisperM2026.04 | 85.7 | |
| TransferLLM=nRoBERTa, Audio Encoder=wav2vec2LFT2026.04 | 85.15 | |
| TransferLLM=nRoBERTa, Audio Encoder=hubertLFT2026.04 | 85.08 | |
| TransferLLM=pTinyBERT, Audio Encoder=whisperM2026.04 | 84.07 | |
| TransferLLM=pTinyBERT, Audio Encoder=hubertLFT2026.04 | 83.11 | |
| TransferLLM=pTinyBERT, Audio Encoder=wav2vec2LFT2026.04 | 83.04 | |
| TransferLLM=aDRoBERTa, Audio Encoder=whisperM2026.04 | 82.99 | |
| TransferLLM=aMiniLM12, Audio Encoder=whisperM2026.04 | 82.68 | |
| TransferLLM=aDRoBERTa, Audio Encoder=wav2vec2LFT2026.04 | 81.77 | |
| TransferLLM=aDRoBERTa, Audio Encoder=hubertLFT2026.04 | 81.73 | |
| TransferLLM=aMiniLM12, Audio Encoder=wav2vec2LFT2026.04 | 81.28 | |
| TransferLLM=aMiniLM12, Audio Encoder=hubertLFT2026.04 | 80.88 |