Skip to Main Content
Table 11 
Experimental results for the IACv2st data set using prior and succeeding turns as context (bold are best scores).
ExperimentSNS
PRF1PRF1
discblct 76.97 78.67 77.81 78.83 77.14 77.97 
discblct+pt 76.69 75.0 75.83 76.22 77.85 77.03 
discblct+st 67.36 71.32 69.28 70.45 66.43 68.38 
discblct+pt+st 74.02 69.12 71.48 71.81 76.43 74.05 
tf-idfblct 71.97 69.85 70.90 71.53 73.57 72.54 
tf-idfblct+pt 72.66 74.26 73.45 74.45 72.86 73.65 
tf-idfblct+st 72.73 70.59 71.64 72.22 74.29 73.24 
tf-idfblct+pt+st 75.97 72.06 73.96 74.15 77.86 75.96 
LSTMct 74.84 87.50 80.68 85.47 71.43 77.82 
LSTMct+pt 69.03 78.67 73.53 76.03 65.71 70.49 
LSTMct+st 78.38 85.29 81.60 84.37 77.14 80.59 
LSTMct+pt+st 76.62 88.06 81.94 86.55 74.10 79.84 
LSTMct + LSTMpt 80.00 88.24 83.92 87.30 78.57 82.71 
LSTMct + LSTMst 79.73 86.76 83.10 85.94 78.57 82.09 
LSTMct + LSTMpt + LSTMst 81.25 86.03 83.57 85.61 80.71 83.09 
LSTMconditional(pt−>ct) 79.26 78.68 78.97 79.43 80.00 79.71 
LSTMconditional(ct−>st) 70.89 69.85 70.37 71.13 72.14 71.63 
LSTMctas 77.18 84.56 80.70 83.46 75.71 79.40 
LSTMctas + LSTMptas 80.14 83.09 81.59 82.96 80.00 81.45 
LSTMctas + LSTMstas 75.78 89.71 82.15 87.83 72.14 79.22 
LSTMctas + LSTMptas + LSTMstas 76.58 88.97 82.31 87.29 73.57 79.84 
LSTMctaw+s + LSTMptaw+s 79.00 80.14 79.56 80.43 79.29 79.86 
ExperimentSNS
PRF1PRF1
discblct 76.97 78.67 77.81 78.83 77.14 77.97 
discblct+pt 76.69 75.0 75.83 76.22 77.85 77.03 
discblct+st 67.36 71.32 69.28 70.45 66.43 68.38 
discblct+pt+st 74.02 69.12 71.48 71.81 76.43 74.05 
tf-idfblct 71.97 69.85 70.90 71.53 73.57 72.54 
tf-idfblct+pt 72.66 74.26 73.45 74.45 72.86 73.65 
tf-idfblct+st 72.73 70.59 71.64 72.22 74.29 73.24 
tf-idfblct+pt+st 75.97 72.06 73.96 74.15 77.86 75.96 
LSTMct 74.84 87.50 80.68 85.47 71.43 77.82 
LSTMct+pt 69.03 78.67 73.53 76.03 65.71 70.49 
LSTMct+st 78.38 85.29 81.60 84.37 77.14 80.59 
LSTMct+pt+st 76.62 88.06 81.94 86.55 74.10 79.84 
LSTMct + LSTMpt 80.00 88.24 83.92 87.30 78.57 82.71 
LSTMct + LSTMst 79.73 86.76 83.10 85.94 78.57 82.09 
LSTMct + LSTMpt + LSTMst 81.25 86.03 83.57 85.61 80.71 83.09 
LSTMconditional(pt−>ct) 79.26 78.68 78.97 79.43 80.00 79.71 
LSTMconditional(ct−>st) 70.89 69.85 70.37 71.13 72.14 71.63 
LSTMctas 77.18 84.56 80.70 83.46 75.71 79.40 
LSTMctas + LSTMptas 80.14 83.09 81.59 82.96 80.00 81.45 
LSTMctas + LSTMstas 75.78 89.71 82.15 87.83 72.14 79.22 
LSTMctas + LSTMptas + LSTMstas 76.58 88.97 82.31 87.29 73.57 79.84 
LSTMctaw+s + LSTMptaw+s 79.00 80.14 79.56 80.43 79.29 79.86 
Close Modal

or Create an Account

Close Modal
Close Modal