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ResearchFormerly WizWand

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

91.52AUCCoCo-LoRA
49.108860.119471.1382.1406Apr 17, 2026
Updated 6mo ago

Evaluation results

MethodLinks
CoCo-LoRALLM=nRoBERTa, Audio Encoder=whisperM2026.0491.52
CoCo-LoRALLM=nRoBERTa, Audio Encoder=wav2vec2LFT2026.0491.09
CoCo-LoRALLM=aDRoBERTa, Audio Encoder=whisperM2026.0490.51
CoCo-LoRALLM=aDRoBERTa, Audio Encoder=hubertLFT2026.0490.25
LoRALLM=nRoBERTa, Audio Encoder=-2026.0489.92
TransferLLM=nRoBERTa, Audio Encoder=whisperM2026.0489.51
CoCo-LoRALLM=aDRoBERTa, Audio Encoder=wav2vec2LFT2026.0489.49
CoCo-LoRALLM=pTinyBERT, Audio Encoder=wav2vec2LFT2026.0489
TransferLLM=nRoBERTa, Audio Encoder=hubertLFT2026.0488.95
LoRALLM=aDRoBERTa, Audio Encoder=-2026.0488.95
TransferLLM=nRoBERTa, Audio Encoder=wav2vec2LFT2026.0488.76
CoCo-LoRALLM=pTinyBERT, Audio Encoder=whisperM2026.0488.7
C-LoRALLM=nRoBERTa, Audio Encoder=-2026.0487.95
C-LoRALLM=aDRoBERTa, Audio Encoder=-2026.0487.7
CoCo-LoRALLM=nRoBERTa, Audio Encoder=hubertLFT2026.0487.55
TransferLLM=pTinyBERT, Audio Encoder=whisperM2026.0487
TransferLLM=pTinyBERT, Audio Encoder=wav2vec2LFT2026.0486.69
CoCo-LoRALLM=pTinyBERT, Audio Encoder=hubertLFT2026.0486.15
TransferLLM=pTinyBERT, Audio Encoder=hubertLFT2026.0486.06
TransferLLM=aDRoBERTa, Audio Encoder=whisperM2026.0483.49
C-LoRALLM=pTinyBERT, Audio Encoder=-2026.0482.61
TransferLLM=aDRoBERTa, Audio Encoder=wav2vec2LFT2026.0482.14
TransferLLM=aMiniLM12, Audio Encoder=whisperM2026.0481.81
TransferLLM=aDRoBERTa, Audio Encoder=hubertLFT2026.0481.52
TransferLLM=aMiniLM12, Audio Encoder=wav2vec2LFT2026.0480.08
CoCo-LoRALLM=aMiniLM12, Audio Encoder=whisperM2026.0479.54
TransferLLM=aMiniLM12, Audio Encoder=hubertLFT2026.0478.77
LoRALLM=pTinyBERT, Audio Encoder=-2026.0475.71
CoCo-LoRALLM=aMiniLM12, Audio Encoder=hubertLFT2026.0475.05
CoCo-LoRALLM=aMiniLM12, Audio Encoder=wav2vec2LFT2026.0456.38
C-LoRALLM=aMiniLM12, Audio Encoder=-2026.0455.29
LoRALLM=aMiniLM12, Audio Encoder=-2026.0450.74