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ResearchFormerly WizWand

Joy prediction on Parent data segment-level 5-fold cross-validation

92.17AUC (%)CoCo-LoRA
79.48282.77686.0789.364Apr 17, 2026
Updated 6mo ago

Evaluation results

MethodLinks
CoCo-LoRALLM=aMiniLM12, Audio Encoder=hubertLFT2026.0492.17
CoCo-LoRALLM=aMiniLM12, Audio Encoder=wav2vec2LFT2026.0491.88
CoCo-LoRALLM=nRoBERTa, Audio Encoder=hubertLFT2026.0491.69
CoCo-LoRALLM=nRoBERTa, Audio Encoder=whisperM2026.0491.65
CoCo-LoRALLM=nRoBERTa, Audio Encoder=wav2vec2LFT2026.0491.64
CoCo-LoRALLM=pTinyBERT, Audio Encoder=hubertLFT2026.0491.59
CoCo-LoRALLM=pTinyBERT, Audio Encoder=whisperM2026.0491.51
CoCo-LoRALLM=aMiniLM12, Audio Encoder=whisperM2026.0491.38
CoCo-LoRALLM=pTinyBERT, Audio Encoder=wav2vec2LFT2026.0491.31
CoCo-LoRALLM=aDRoBERTa, Audio Encoder=wav2vec2LFT2026.0490.39
CoCo-LoRALLM=aDRoBERTa, Audio Encoder=hubertLFT2026.0490.08
LoRALLM=nRoBERTa, Audio Encoder=-2026.0489.77
CoCo-LoRALLM=aDRoBERTa, Audio Encoder=whisperM2026.0489.54
TransferLLM=nRoBERTa, Audio Encoder=whisperM2026.0489.13
LoRALLM=aDRoBERTa, Audio Encoder=-2026.0488.94
TransferLLM=nRoBERTa, Audio Encoder=wav2vec2LFT2026.0488.69
TransferLLM=nRoBERTa, Audio Encoder=hubertLFT2026.0488.56
C-LoRALLM=aDRoBERTa, Audio Encoder=-2026.0488.21
LoRALLM=pTinyBERT, Audio Encoder=-2026.0487.82
C-LoRALLM=nRoBERTa, Audio Encoder=-2026.0487.74
C-LoRALLM=pTinyBERT, Audio Encoder=-2026.0487.24
LoRALLM=aMiniLM12, Audio Encoder=-2026.0487.16
TransferLLM=pTinyBERT, Audio Encoder=whisperM2026.0486.95
TransferLLM=pTinyBERT, Audio Encoder=wav2vec2LFT2026.0486.21
TransferLLM=pTinyBERT, Audio Encoder=hubertLFT2026.0486.07
TransferLLM=aDRoBERTa, Audio Encoder=whisperM2026.0484.83
TransferLLM=aMiniLM12, Audio Encoder=whisperM2026.0484.06
TransferLLM=aDRoBERTa, Audio Encoder=wav2vec2LFT2026.0484.01
TransferLLM=aMiniLM12, Audio Encoder=wav2vec2LFT2026.0483.01
TransferLLM=aDRoBERTa, Audio Encoder=hubertLFT2026.0483.01
TransferLLM=aMiniLM12, Audio Encoder=hubertLFT2026.0481.97
C-LoRALLM=aMiniLM12, Audio Encoder=-2026.0479.97