Conversational Response Selection on Douban

Metric: MRR (higher is better)

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#	Model↕	MRR▼	Extra Data	Paper	Date↕	Code
1	Uni-Enc+BERT-FP	0.688	No	Uni-Encoder: A Fast and Accurate Response Select...	2021-06-02	Code
2	SEMSOL(W/o utterances)	0.687	No	-	-	Code
3	SA-BERT+HCL	0.681	No	Dialogue Response Selection with Hierarchical Cu...	2020-12-29	Code
4	BERT-FP	0.68	No	-	-	Code
5	SEMSOL	0.678	No	-	-	Code
6	UMS_BERT+	0.664	No	Do Response Selection Models Really Know What's ...	2020-09-10	Code
7	Uni-Encoder	0.662	No	Uni-Encoder: A Fast and Accurate Response Select...	2021-06-02	Code
8	SA-BERT	0.659	No	Speaker-Aware BERT for Multi-Turn Response Selec...	2020-04-07	Code
9	Poly-encoder	0.65	No	Poly-encoders: Transformer Architectures and Pre...	2019-04-22	Code
10	BERT	0.633	No	An Effective Domain Adaptive Post-Training Metho...	2019-08-13	Code
11	MSN	0.632	No	-	-	Code
12	IoI	0.621	No	-	-	Code
13	IMN	0.615	No	Interactive Matching Network for Multi-Turn Resp...	2019-01-07	Code
14	DAM	0.601	No	-	-	Code
15	DUA	0.599	No	Modeling Multi-turn Conversation with Deep Utter...	2018-06-24	Code
16	SMN	0.569	No	Sequential Matching Network: A New Architecture ...	2016-12-06	Code

#1Uni-Enc+BERT-FPSOTA
0.688
MRR· 2021-06-02
Uni-Encoder: A Fast and Accurate Response Selection Paradigm for Generation-Based Dialogue Systems Code
#2SEMSOL(W/o utterances)
0.687
MRR
No paperCode
#3SA-BERT+HCLSOTA
0.681
MRR· 2020-12-29
Dialogue Response Selection with Hierarchical Curriculum Learning Code
#4BERT-FP
0.68
MRR
No paperCode
#5SEMSOL
0.678
MRR
No paperCode
#6UMS_BERT+SOTA
0.664
MRR· 2020-09-10
Do Response Selection Models Really Know What's Next? Utterance Manipulation Strategies for Multi-turn Response Selection Code
#7Uni-Encoder
0.662
MRR· 2021-06-02
Uni-Encoder: A Fast and Accurate Response Selection Paradigm for Generation-Based Dialogue Systems Code
#8SA-BERTSOTA
0.659
MRR· 2020-04-07
Speaker-Aware BERT for Multi-Turn Response Selection in Retrieval-Based Chatbots Code
#9Poly-encoderSOTA
0.65
MRR· 2019-04-22
Poly-encoders: Transformer Architectures and Pre-training Strategies for Fast and Accurate Multi-sentence Scoring Code
#10BERT
0.633
MRR· 2019-08-13
An Effective Domain Adaptive Post-Training Method for BERT in Response Selection Code
#11MSN
0.632
MRR
No paperCode
#12IoI
0.621
MRR
No paperCode
#13IMNSOTA
0.615
MRR· 2019-01-07
Interactive Matching Network for Multi-Turn Response Selection in Retrieval-Based Chatbots Code
#14DAM
0.601
MRR
No paperCode
#15DUASOTA
0.599
MRR· 2018-06-24
Modeling Multi-turn Conversation with Deep Utterance Aggregation Code
#16SMNSOTA
0.569
MRR· 2016-12-06
Sequential Matching Network: A New Architecture for Multi-turn Response Selection in Retrieval-based Chatbots Code