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Segment-level Prediction on FORBOW parent data (5 fold cross-validation)

92.69ObjectiveCALIBER-X
80.407683.596386.78589.9737Apr 17, 2026

Evaluation results

MethodLinks
CALIBER-XLLM=aMiniLM12, Audio Encoder=whisperM2026.0492.6995.1265.2657.9992.5280.3381.975.7755.259.7667.292.15
CALIBER-XLLM=aMiniLM12, Audio Encoder=hubertLFT2026.0491.9894.8655.5157.6192.9476.0580.9871.0655.8464.2572.8889.84
CALIBER-GLLM=aMiniLM12, Audio Encoder=whisperM2026.0491.9495.364.8257.3191.3879.5481.3575.485558.8666.8991.72
CALIBER-XLLM=pTinyBERT, Audio Encoder=wav2vec2LFT2026.0491.7394.3191.4978.591.5889.3480.9582.6458.677.9784.9888.59
CALIBER-XLLM=aMiniLM12, Audio Encoder=wav2vec2LFT2026.0491.7194.766.6661.5593.1556.9981.6872.4356.5761.9776.7681.82
CALIBER-GLLM=aMiniLM12, Audio Encoder=hubertLFT2026.0491.5995.1355.4656.7692.1775.0579.9670.3555.1463.572.1389.06
CALIBER-GLLM=aMiniLM12, Audio Encoder=wav2vec2LFT2026.0491.1194.9265.5960.8491.8856.3881.26—55.761.5776.1581.24
CALIBER-XLLM=nRoBERTa, Audio Encoder=whisperM2026.0491.0895.0990.3489.7192.0893.1781.9278.5160.4182.8691.0993.17
CALIBER-XLLM=pTinyBERT, Audio Encoder=hubertLFT2026.0490.9693.8790.1475.4992.5487.1380.598261.0176.9790.7792.29
CALIBER-XLLM=nRoBERTa, Audio Encoder=wav2vec2LFT2026.0490.7494.8989.1188.7192.6591.477.0575.5367.4278.0191.3693.23
CALIBER-XLLM=nRoBERTa, Audio Encoder=hubertLFT2026.0490.6894.7191.5586.2691.9488.3481.7176.7166.1275.2191.592.95
CALIBER-XLLM=aDRoBERTa, Audio Encoder=hubertLFT2026.0490.6393.7189.1283.2390.8990.9779.2882.1278.4287.5989.9891.27
CALIBER-GLLM=pTinyBERT, Audio Encoder=wav2vec2LFT2026.0490.5494.2390.678.1391.318980.0381.758.4477.1984.6587.78
CALIBER-GLLM=pTinyBERT, Audio Encoder=hubertLFT2026.0490.5193.7889.1175.1391.5986.1580.0981.8760.975.9190.0291.07
CALIBER-XLLM=pTinyBERT, Audio Encoder=whisperM2026.0490.1594.6390.2886.5292.8889.6780.3679.7157.5567.481.0592.14
CALIBER-GLLM=nRoBERTa, Audio Encoder=wav2vec2LFT2026.0490.1194.5888.5488.6491.6491.0976.3274.7166.4376.7490.5293.46
CALIBER-GLLM=nRoBERTa, Audio Encoder=whisperM2026.0490.0394.8689.8488.5291.6591.5280.5378.1559.4382.4591.0992.34
CALIBER-GLLM=nRoBERTa, Audio Encoder=hubertLFT2026.0489.9194.5790.9285.9291.6987.5580.9376.1565.3574.8490.7893.43
CALIBER-GLLM=pTinyBERT, Audio Encoder=whisperM2026.0489.8694.0990.1485.9491.5188.780.2779.0857.0466.779.4291.54
CALIBER-GLLM=aDRoBERTa, Audio Encoder=hubertLFT2026.0488.9392.8988.7482.0990.0890.2578.4381.1177.6585.9389.3990.46
CALIBER-XLLM=aDRoBERTa, Audio Encoder=wav2vec2LFT2026.0488.8494.191.0390.9590.7590.8179.3979.676.8185.6290.9491.68
CALIBER-XLLM=aDRoBERTa, Audio Encoder=whisperM2026.0488.8193.2790.7788.8890.0192.0179.8979.9976.5585.0589.8392.26
CALIBER-GLLM=aDRoBERTa, Audio Encoder=whisperM2026.0488.3192.6989.9188.4989.5490.5178.9879.7376.1383.3689.1991.38
CALIBER-GLLM=aDRoBERTa, Audio Encoder=wav2vec2LFT2026.0488.392.9990.3489.9490.3989.4979.0879.2375.6284.5689.5191.08
LoRALLM=nRoBERTa, Audio Encoder=-2026.0488.0292.3890.8789.8189.7789.9279.4978.359.0185.7689.9991.93
LoRALLM=aDRoBERTa, Audio Encoder=-2026.0487.3991.3189.788.2688.9488.9578.377.7378.7384.7689.2990.4
LoRALLM=pTinyBERT, Audio Encoder=-2026.0486.9190.2374.9753.9487.8275.7177.1275.475052.175.3184.09
LoRALLM=aMiniLM12, Audio Encoder=-2026.0486.9190.1658.8351.2687.1650.7477.1471.31505068.3372.7
C-LoRALLM=nRoBERTa, Audio Encoder=-2026.0486.8291.4288.7675.3287.7487.9577.3966.455.6865.0686.9488.91
C-LoRALLM=aDRoBERTa, Audio Encoder=-2026.0486.490.788.0986.4488.2187.776.7476.7568.4780.2187.6489.57
C-LoRALLM=aMiniLM12, Audio Encoder=-2026.0486.3890.160.2953.7679.9755.2975.8662.4151.3952.3654.2360.67
C-LoRALLM=pTinyBERT, Audio Encoder=-2026.0485.9189.9878.3965.4487.2482.617672.4354.6662.3680.9486.21
TransferLLM=nRoBERTa, Audio Encoder=whisperM2026.0485.790.3989.5689.189.1389.5178.2879.6382.483.5589.0390.15
TransferLLM=nRoBERTa, Audio Encoder=wav2vec2LFT2026.0485.1591.0789.288.4388.6988.7677.3676.8979.1682.2588.4790.15
TransferLLM=nRoBERTa, Audio Encoder=hubertLFT2026.0485.0890.9488.3187.8788.5688.9576.9277.0679.782.3188.2689.67
TransferLLM=pTinyBERT, Audio Encoder=whisperM2026.0484.0788.7586.8286.5286.958771.3779.0883.6183.0787.1187.77
TransferLLM=pTinyBERT, Audio Encoder=hubertLFT2026.0483.1188.185.1185.0186.0786.0672.7776.5778.3380.4485.9386.92
TransferLLM=pTinyBERT, Audio Encoder=wav2vec2LFT2026.0483.0488.4286.1884.5286.2186.6973.0676.8480.5379.9585.8886.73
TransferLLM=aDRoBERTa, Audio Encoder=whisperM2026.0482.9982.3582.8682.784.8383.4972.4778.981.4380.3984.4883.41
TransferLLM=aMiniLM12, Audio Encoder=whisperM2026.0482.6883.3280.2481.8184.0681.8172.2978.578.8680.482.4480.56
TransferLLM=aDRoBERTa, Audio Encoder=wav2vec2LFT2026.0481.7785.5381.7480.9984.0182.1470.7675.8175.2376.4682.2683.41
TransferLLM=aDRoBERTa, Audio Encoder=hubertLFT2026.0481.7384.880.3879.5883.0181.5268.9775.7768.5275.5181.482.23
TransferLLM=aMiniLM12, Audio Encoder=wav2vec2LFT2026.0481.2884.1280.5678.2283.0180.0869.6475.6572.7875.0780.3682.11
TransferLLM=aMiniLM12, Audio Encoder=hubertLFT2026.0480.8883.677.4578.1381.9778.7768.574.8769.3174.779.5379.78