Conversational Response Selection on Douban

Metric: R10@5 (higher is better)

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#	Model↕	R10@5▼	Extra Data	Paper	Date↕	Code
1	SEMSOL(W/o utterances)	0.877	No	-	-	Code
2	BERT-FP	0.87	No	-	-	Code
3	SEMSOL	0.87	No	-	-	Code
4	Uni-Enc+BERT-FP	0.865	No	Uni-Encoder: A Fast and Accurate Response Select...	2021-06-02	Code
5	SA-BERT+HCL	0.858	No	Dialogue Response Selection with Hierarchical Cu...	2020-12-29	Code
6	UMS_BERT+	0.858	No	Do Response Selection Models Really Know What's ...	2020-09-10	Code
7	Uni-Encoder	0.852	No	Uni-Encoder: A Fast and Accurate Response Select...	2021-06-02	Code
8	SA-BERT	0.847	No	Speaker-Aware BERT for Multi-Turn Response Selec...	2020-04-07	Code
9	BERT	0.828	No	An Effective Domain Adaptive Post-Training Metho...	2019-08-13	Code
10	Poly-encoder	0.822	No	Poly-encoders: Transformer Architectures and Pre...	2019-04-22	Code
11	IMN	0.789	No	Interactive Matching Network for Multi-Turn Resp...	2019-01-07	Code
12	MSN	0.788	No	-	-	Code
13	IoI	0.786	No	-	-	Code
14	DUA	0.78	No	Modeling Multi-turn Conversation with Deep Utter...	2018-06-24	Code
15	DAM	0.757	No	-	-	Code
16	SMN	0.724	No	Sequential Matching Network: A New Architecture ...	2016-12-06	Code

#1SEMSOL(W/o utterances)
0.877
R10@5
No paperCode
#2BERT-FP
0.87
R10@5
No paperCode
#3SEMSOL
0.87
R10@5
No paperCode
#4Uni-Enc+BERT-FPSOTA
0.865
R10@5· 2021-06-02
Uni-Encoder: A Fast and Accurate Response Selection Paradigm for Generation-Based Dialogue Systems Code
#5SA-BERT+HCL
0.858
R10@5· 2020-12-29
Dialogue Response Selection with Hierarchical Curriculum Learning Code
#6UMS_BERT+SOTA
0.858
R10@5· 2020-09-10
Do Response Selection Models Really Know What's Next? Utterance Manipulation Strategies for Multi-turn Response Selection Code
#7Uni-Encoder
0.852
R10@5· 2021-06-02
Uni-Encoder: A Fast and Accurate Response Selection Paradigm for Generation-Based Dialogue Systems Code
#8SA-BERTSOTA
0.847
R10@5· 2020-04-07
Speaker-Aware BERT for Multi-Turn Response Selection in Retrieval-Based Chatbots Code
#9BERTSOTA
0.828
R10@5· 2019-08-13
An Effective Domain Adaptive Post-Training Method for BERT in Response Selection Code
#10Poly-encoderSOTA
0.822
R10@5· 2019-04-22
Poly-encoders: Transformer Architectures and Pre-training Strategies for Fast and Accurate Multi-sentence Scoring Code
#11IMNSOTA
0.789
R10@5· 2019-01-07
Interactive Matching Network for Multi-Turn Response Selection in Retrieval-Based Chatbots Code
#12MSN
0.788
R10@5
No paperCode
#13IoI
0.786
R10@5
No paperCode
#14DUASOTA
0.78
R10@5· 2018-06-24
Modeling Multi-turn Conversation with Deep Utterance Aggregation Code
#15DAM
0.757
R10@5
No paperCode
#16SMNSOTA
0.724
R10@5· 2016-12-06
Sequential Matching Network: A New Architecture for Multi-turn Response Selection in Retrieval-based Chatbots Code