Conversational Response Selection on E-commerce

Metric: R10@2 (higher is better)

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#	Model↕	R10@2▼	Extra Data	Paper	Date↕	Code
1	BERT-FP+EDHNS	0.986	No	-	-	Code
2	DialMAE	0.977	No	Dial-MAE: ConTextual Masked Auto-Encoder for Ret...	2023-06-07	Code
3	BERT-TL	0.974	No	Two-Level Supervised Contrastive Learning for Re...	2022-03-01	-
4	BERT-FP	0.956	No	-	-	Code
5	BERT-SL	0.919	No	Learning an Effective Context-Response Matching ...	2020-09-14	-
6	UMS_BERT+	0.905	No	Do Response Selection Models Really Know What's ...	2020-09-10	Code
7	SA-BERT+HCL	0.896	No	Dialogue Response Selection with Hierarchical Cu...	2020-12-29	Code
8	SA-BERT	0.879	No	Speaker-Aware BERT for Multi-Turn Response Selec...	2020-04-07	Code
9	U2U-IMN	0.806	No	Utterance-to-Utterance Interactive Matching Netw...	2019-11-16	Code
10	IMN	0.797	No	Interactive Matching Network for Multi-Turn Resp...	2019-01-07	Code
11	G-MSN	0.786	No	The World is Not Binary: Learning to Rank with G...	2020-04-06	-
12	MSN	0.77	No	-	-	Code
13	IOI	0.768	No	-	-	Code
14	DUA	0.7	No	Modeling Multi-turn Conversation with Deep Utter...	2018-06-24	Code
15	SMN	0.654	No	Sequential Matching Network: A New Architecture ...	2016-12-06	Code

#1BERT-FP+EDHNS
0.986
R10@2
No paperCode
#2DialMAESOTA
0.977
R10@2· 2023-06-07
Dial-MAE: ConTextual Masked Auto-Encoder for Retrieval-based Dialogue Systems Code
#3BERT-TLSOTA
0.974
R10@2· 2022-03-01
Two-Level Supervised Contrastive Learning for Response Selection in Multi-Turn Dialogue
#4BERT-FP
0.956
R10@2
No paperCode
#5BERT-SLSOTA
0.919
R10@2· 2020-09-14
Learning an Effective Context-Response Matching Model with Self-Supervised Tasks for Retrieval-based Dialogues
#6UMS_BERT+SOTA
0.905
R10@2· 2020-09-10
Do Response Selection Models Really Know What's Next? Utterance Manipulation Strategies for Multi-turn Response Selection Code
#7SA-BERT+HCL
0.896
R10@2· 2020-12-29
Dialogue Response Selection with Hierarchical Curriculum Learning Code
#8SA-BERTSOTA
0.879
R10@2· 2020-04-07
Speaker-Aware BERT for Multi-Turn Response Selection in Retrieval-Based Chatbots Code
#9U2U-IMNSOTA
0.806
R10@2· 2019-11-16
Utterance-to-Utterance Interactive Matching Network for Multi-Turn Response Selection in Retrieval-Based Chatbots Code
#10IMNSOTA
0.797
R10@2· 2019-01-07
Interactive Matching Network for Multi-Turn Response Selection in Retrieval-Based Chatbots Code
#11G-MSN
0.786
R10@2· 2020-04-06
The World is Not Binary: Learning to Rank with Grayscale Data for Dialogue Response Selection
#12MSN
0.77
R10@2
No paperCode
#13IOI
0.768
R10@2
No paperCode
#14DUASOTA
0.7
R10@2· 2018-06-24
Modeling Multi-turn Conversation with Deep Utterance Aggregation Code
#15SMNSOTA
0.654
R10@2· 2016-12-06
Sequential Matching Network: A New Architecture for Multi-turn Response Selection in Retrieval-based Chatbots Code