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ResearchFormerly WizWand

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

93.46AUCCoCo-LoRA
59.358468.211777.06585.9183Apr 17, 2026
Updated 6mo ago

Evaluation results

MethodLinks
CoCo-LoRALLM=nRoBERTa, Audio Encoder=wav2vec2LFT2026.0493.46
CoCo-LoRALLM=nRoBERTa, Audio Encoder=hubertLFT2026.0493.43
CoCo-LoRALLM=nRoBERTa, Audio Encoder=whisperM2026.0492.34
LoRALLM=nRoBERTa, Audio Encoder=-2026.0491.93
CoCo-LoRALLM=aMiniLM12, Audio Encoder=whisperM2026.0491.72
CoCo-LoRALLM=pTinyBERT, Audio Encoder=whisperM2026.0491.54
CoCo-LoRALLM=aDRoBERTa, Audio Encoder=whisperM2026.0491.38
CoCo-LoRALLM=aDRoBERTa, Audio Encoder=wav2vec2LFT2026.0491.08
CoCo-LoRALLM=pTinyBERT, Audio Encoder=hubertLFT2026.0491.07
CoCo-LoRALLM=aDRoBERTa, Audio Encoder=hubertLFT2026.0490.46
LoRALLM=aDRoBERTa, Audio Encoder=-2026.0490.4
TransferLLM=nRoBERTa, Audio Encoder=whisperM2026.0490.15
TransferLLM=nRoBERTa, Audio Encoder=wav2vec2LFT2026.0490.15
TransferLLM=nRoBERTa, Audio Encoder=hubertLFT2026.0489.67
C-LoRALLM=aDRoBERTa, Audio Encoder=-2026.0489.57
CoCo-LoRALLM=aMiniLM12, Audio Encoder=hubertLFT2026.0489.06
C-LoRALLM=nRoBERTa, Audio Encoder=-2026.0488.91
CoCo-LoRALLM=pTinyBERT, Audio Encoder=wav2vec2LFT2026.0487.78
TransferLLM=pTinyBERT, Audio Encoder=whisperM2026.0487.77
TransferLLM=pTinyBERT, Audio Encoder=hubertLFT2026.0486.92
TransferLLM=pTinyBERT, Audio Encoder=wav2vec2LFT2026.0486.73
C-LoRALLM=pTinyBERT, Audio Encoder=-2026.0486.21
LoRALLM=pTinyBERT, Audio Encoder=-2026.0484.09
TransferLLM=aDRoBERTa, Audio Encoder=whisperM2026.0483.41
TransferLLM=aDRoBERTa, Audio Encoder=wav2vec2LFT2026.0483.41
TransferLLM=aDRoBERTa, Audio Encoder=hubertLFT2026.0482.23
TransferLLM=aMiniLM12, Audio Encoder=wav2vec2LFT2026.0482.11
CoCo-LoRALLM=aMiniLM12, Audio Encoder=wav2vec2LFT2026.0481.24
TransferLLM=aMiniLM12, Audio Encoder=whisperM2026.0480.56
TransferLLM=aMiniLM12, Audio Encoder=hubertLFT2026.0479.78
LoRALLM=aMiniLM12, Audio Encoder=-2026.0472.7
C-LoRALLM=aMiniLM12, Audio Encoder=-2026.0460.67