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Response Selection on E-commerce (test)

0.927Recall@1 (R10)

BERT_TL

Updated 4d ago

Evaluation Results

Method
BERT_TL 2022.03	0.927	0.974	0.997
BERT-FP 2022.03	0.87	0.956	0.993
BERT-SL 2022.03	0.776	0.919	0.991
UMSBERT+ 2020.09	0.762	0.905	0.986
UMS-BERT+ 2022.03	0.762	0.905	0.986
BERT+ 2020.09	0.725	0.89	0.984
SA-BERT+HCL 2020.12	0.721	0.896	0.993
BERT-VFT 2022.03	0.717	0.884	0.986
BERT + SPIDER 2021.05	0.708	0.853	0.986
UMSELECTRA+ 2020.09	0.707	0.853	0.974
UMS-ELECTRA+ 2022.03	0.707	0.853	0.974
SA-BERT 2020.09	0.704	0.879	0.985
SA-BERT 2021.05	0.704	0.879	0.985
SA-BERT 2020.12	0.704	0.879	0.985
SA-BERT 2022.03	0.704	0.879	0.985
UMSBERT 2020.09	0.674	0.861	0.98
ELECTRA+ 2020.09	0.673	0.835	0.974
BERT 2021.05	0.664	0.848	0.976
BERT-SS-DA 2020.09	0.648	0.843	0.98
UMSELECTRA 2020.09	0.648	0.831	0.974
MSN+HCL 2020.12	0.642	0.814	0.968
BERT (ours) 2020.09	0.641	0.824	0.973
MDFN 2022.03	0.639	0.829	0.971
BERT + SPIDER 2021.05	0.626	0.827	0.971
IMN 2022.03	0.621	0.797	0.964
BERT 2021.05	0.617	0.811	0.97
G-MSN 2020.04	0.613	0.786	0.964
BERT (Gu et al. 2020) 2020.09	0.61	0.814	0.973
BERT 2022.03	0.61	0.814	0.973
ELECTRA 2020.09	0.609	0.804	0.965
ELECTRA 2022.03	0.607	0.813	0.96
MSN 2020.04	0.606	0.77	0.937
MSN 2020.09	0.606	0.77	0.937
MSN 2021.05	0.606	0.77	0.937
MSN 2020.12	0.606	0.77	0.937
MSN 2022.03	0.606	0.77	0.937
G-IOI 2020.04	0.579	0.772	0.955
G-DAM 2020.04	0.564	0.769	0.948
IOI 2020.04	0.563	0.768	0.95
IoI 2020.09	0.563	0.768	0.95
IOI 2020.12	0.563	0.768	0.95
DAM 2020.04	0.526	0.727	0.933
DAM 2020.09	0.526	0.727	0.933
DAM 2020.12	0.526	0.727	0.933
DAM 2022.03	0.526	0.727	0.933
SMN+HCL 2020.12	0.507	0.723	0.935
G-SMN 2020.04	0.504	0.713	0.926
DUA 2020.04	0.501	0.7	0.921
DUA 2020.09	0.501	0.7	0.921
DUA 2021.05	0.501	0.7	0.921
DUA 2020.12	0.501	0.7	0.921
DUA 2022.03	0.501	0.7	0.921
SMN 2020.04	0.453	0.654	0.886
SMN 2020.09	0.453	0.654	0.886
SMN 2021.05	0.453	0.654	0.886
SMN 2020.12	0.453	0.654	0.886
SMN 2022.03	0.453	0.654	0.886
Multi-View 2020.04	0.421	0.601	0.861
Multi-View 2020.09	0.421	0.601	0.861
Multi-View 2020.12	0.421	0.601	0.861
MV-LSTM 2020.04	0.412	0.591	0.857
MV-LSTM 2020.09	0.412	0.591	0.857
MV-LSTM 2020.12	0.412	0.591	0.857
Match-LSTM 2020.04	0.41	0.59	0.858
Match-LSTM 2020.09	0.41	0.59	0.858
Match-LSTM 2020.12	0.41	0.59	0.858
DL2R 2020.04	0.399	0.571	0.842
DL2R 2020.09	0.399	0.571	0.842
DL2R 2020.12	0.399	0.571	0.842
LSTM 2020.04	0.365	0.536	0.828
LSTM 2020.09	0.365	0.536	0.828
BiLSTM 2020.09	0.365	0.536	0.825
LSTM 2020.12	0.365	0.536	0.828
LSTM 2022.03	0.365	0.536	0.828
BiLSTM 2020.04	0.355	0.525	0.825
Bi-LSTM 2020.12	0.355	0.525	0.825
CNN 2020.04	0.328	0.515	0.792
CNN 2020.09	0.328	0.515	0.792
CNN 2020.12	0.328	0.515	0.792
RNN 2020.04	0.325	0.463	0.775
RNN 2020.12	0.325	0.463	0.775