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Multi-turn response selection on Ubuntu Dialogue Corpus V1 (test)

91.8R10@1

Dial-MAE

Updated 4d ago

Evaluation Results

Method
Dial-MAE 2023.06	91.8	-	96.4	99.3
Uni-Enc+BERT-FP 2021.06	91.6	-	96.5	99.4
BERT-FP 2022.03	91.1	-	96.2	99.4
BERT-FP 2021.06	91.1	-	96.2	99.4
BERT-FP 2023.06	91.1	-	96.2	99.4
BERT_TL 2022.03	91	-	96.2	99.3
DR-BERT 2023.06	91	-	96.2	99.3
BERT-TL 2023.06	91	-	96.2	99.3
BERT+CL 2023.06	88.7	-	94.8	98.9
BERT-UMS+FGC 2021.06	88.6	-	94.8	99
Uni-Encoder 2021.06	88.6	-	94.6	98.9
BERT-SL 2020.09	88.4	97.5	94.6	99
BERT-SL 2022.03	88.4	-	94.6	99
BERT-SL 2021.06	88.4	-	94.6	99
BERT-SL 2023.06	88.4	-	94.6	99
BERT-SL w/o. UR 2020.09	88.1	97.4	94.5	99
BERT-SL w/o. CD 2020.09	88	97.3	94.5	98.9
BERT-SL w/o. NSP 2020.09	87.9	97.3	94.4	98.9
BERT-SL w/o. ID 2020.09	87.7	97.2	94.2	98.9
UMS-BERT+ 2022.03	87.5	-	94.2	98.8
UMS-ELECTRA+ 2022.03	87.5	-	94.1	98.8
UMSBERT+ 2021.06	87.5	-	94.2	98.8
UMS BERT+ 2023.06	87.5	-	94.2	98.8
BERT-VFT 2020.09	86.7	96.9	93.9	98.7
BERT-VFT 2022.03	86.7	-	93.9	98.7
SA-BERT+HCL 2021.06	86.7	-	94	99.2
MDFN 2022.03	86.6	-	93.2	98.4
MDFN 2021.06	86.6	-	93.2	98.4
BERT-VFT(DA) 2019.08	85.8	-	93.1	98.5
SA-BERT 2020.04	85.5	96.5	92.8	98.3
BERT-VFT 2019.08	85.5	-	92.8	98.5
SA-BERT 2020.09	85.5	96.5	92.8	98.3
BERT-VFT 2020.09	85.5	-	92.8	98.5
SA-BERT 2022.03	85.5	-	92.8	98.3
SA-BERT 2021.06	85.5	-	92.8	98.3
BERT-VFT 2023.06	85.5	-	92.8	98.5
SA-BERT 2023.06	85.5	-	92.8	98.3
BERT-DPT 2019.08	85.1	-	92.4	98.4
ELECTRA 2022.03	84.5	-	91.9	97.9
UMSBERT 2021.06	84.3	-	92	98.2
BERT+FGC 2021.06	82.9	-	91	98
RoBERTa-SS-DA 2023.06	82.6	-	90.9	97.8
BERT_base 2019.08	81.7	-	90.4	97.7
BERT 2020.09	81.7	95.4	90.4	97.7
BERT 2020.04	80.8	95	89.7	97.5
BERT 2022.03	80.8	-	89.7	97.5
BERT 2021.06	80.8	-	89.7	97.5
IMN 2019.01	80.7	95.1	90	97.8
MSN 2020.04	80	-	89.9	97.8
MSN 2019.08	80	-	89.9	97.8
MSN 2020.09	80	-	89.9	97.8
MSN 2022.03	80	-	89.9	97.8
MSN 2023.06	80	-	89.9	97.8
IoI 2020.04	79.6	94.7	89.4	97.4
IoI 2019.08	79.6	-	89.4	97.4
ESIM 2020.09	79.6	95	87.4	97.5
IoI 2020.09	79.6	94.7	89.4	97.4
IoI 2022.03	79.6	-	89.4	97.4
IOI 2023.06	79.6	-	89.4	97.4
ESIM 2023.06	79.6	-	89.4	97.5
IMN 2019.01	79.4	94.6	88.9	97.4
IMN 2020.04	79.4	94.6	88.9	97.4
IMN 2020.09	79.4	94.6	88.9	97.4
IMN 2022.03	79.4	-	88.9	97.4
MRFN 2020.04	78.6	94.5	88.6	97.6
MRFN 2019.08	78.6	-	88.6	97.6
MRFN 2020.09	78.6	94.5	88.6	97.6
MRFN 2022.03	78.6	-	88.6	97.6
DAM 2019.01	76.7	93.8	87.4	96.9
DAM 2020.04	76.7	93.8	87.4	96.9
DAM 2019.08	76.7	-	87.4	96.9
DAM 2020.09	76.7	93.8	87.4	96.9
DAM 2022.03	76.7	-	87.4	96.9
DAM 2023.06	76.7	-	87.4	96.9
DUA 2019.01	75.2	-	86.8	96.2
DUA 2020.04	75.2	-	86.8	96.2
DUA 2019.08	75.2	-	86.8	96.2
DUA 2020.09	75.2	-	86.8	96.2
DUA 2022.03	75.2	-	86.8	96.2
DUA 2023.06	75.2	-	86.8	96.2
AK-DE-biGRU 2019.08	74.7	-	86.8	97.2
SMN 2019.01	72.6	92.6	84.7	96.1
SMN 2020.04	72.6	92.6	84.7	96.1
SMN 2019.08	72.6	-	84.7	96.1
SMN 2020.09	72.6	92.6	84.7	96.1
SMN 2022.03	72.6	-	84.7	96.1
SMN 2023.06	72.6	-	84.7	96.1
HRDE-LTC 2019.01	68.4	91.6	82.2	96
BiMPM 2019.01	66.5	89.7	78.6	93.8
MultiView 2019.08	66.2	-	80.1	95.1
Multi-View 2020.09	66.2	90.8	80.1	95.1
DualEncoder_lstm 2019.08	63.8	-	78.4	94.9
DualLSTM 2020.09	63.8	90.1	78.4	94.9
LSTM 2022.03	63.8	-	78.4	94.9
LSTM 2023.06	63.8	-	78.4	94.9
CompAgg 2019.01	63.1	88.4	75.3	92.7
DualEncoder_bilstm 2019.08	63	-	78	94.4
DualEncoder_cnn 2019.08	54.9	-	68.4	89.6
CNN 2023.06	54.9	-	68.4	89.6
TF-IDF 2023.06	41	-	54.5	70.8

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