Conversational Response Selection on Douban

Metric: P@1 (higher is better)

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#	Model↕	P@1▼	Extra Data	Paper	Date↕	Code
1	Uni-Enc+BERT-FP	0.518	No	Uni-Encoder: A Fast and Accurate Response Select...	2021-06-02	Code
2	SA-BERT+HCL	0.514	No	Dialogue Response Selection with Hierarchical Cu...	2020-12-29	Code
3	BERT-FP	0.512	No	-	-	Code
4	SEMSOL	0.511	No	-	-	Code
5	SEMSOL(W/o utterances)	0.51	No	-	-	Code
6	UMS_BERT+	0.499	No	Do Response Selection Models Really Know What's ...	2020-09-10	Code
7	SA-BERT	0.496	No	Speaker-Aware BERT for Multi-Turn Response Selec...	2020-04-07	Code
8	Uni-Encoder	0.481	No	Uni-Encoder: A Fast and Accurate Response Select...	2021-06-02	Code
9	Poly-encoder	0.475	No	Poly-encoders: Transformer Architectures and Pre...	2019-04-22	Code
10	MSN	0.47	No	-	-	Code
11	BERT	0.454	No	An Effective Domain Adaptive Post-Training Metho...	2019-08-13	Code
12	IoI	0.444	No	-	-	Code
13	IMN	0.433	No	Interactive Matching Network for Multi-Turn Resp...	2019-01-07	Code
14	DAM	0.427	No	-	-	Code
15	DUA	0.421	No	Modeling Multi-turn Conversation with Deep Utter...	2018-06-24	Code
16	SMN	0.397	No	Sequential Matching Network: A New Architecture ...	2016-12-06	Code

#1Uni-Enc+BERT-FPSOTA
0.518
P@1· 2021-06-02
Uni-Encoder: A Fast and Accurate Response Selection Paradigm for Generation-Based Dialogue Systems Code
#2SA-BERT+HCLSOTA
0.514
P@1· 2020-12-29
Dialogue Response Selection with Hierarchical Curriculum Learning Code
#3BERT-FP
0.512
P@1
No paperCode
#4SEMSOL
0.511
P@1
No paperCode
#5SEMSOL(W/o utterances)
0.51
P@1
No paperCode
#6UMS_BERT+SOTA
0.499
P@1· 2020-09-10
Do Response Selection Models Really Know What's Next? Utterance Manipulation Strategies for Multi-turn Response Selection Code
#7SA-BERTSOTA
0.496
P@1· 2020-04-07
Speaker-Aware BERT for Multi-Turn Response Selection in Retrieval-Based Chatbots Code
#8Uni-Encoder
0.481
P@1· 2021-06-02
Uni-Encoder: A Fast and Accurate Response Selection Paradigm for Generation-Based Dialogue Systems Code
#9Poly-encoderSOTA
0.475
P@1· 2019-04-22
Poly-encoders: Transformer Architectures and Pre-training Strategies for Fast and Accurate Multi-sentence Scoring Code
#10MSN
0.47
P@1
No paperCode
#11BERT
0.454
P@1· 2019-08-13
An Effective Domain Adaptive Post-Training Method for BERT in Response Selection Code
#12IoI
0.444
P@1
No paperCode
#13IMNSOTA
0.433
P@1· 2019-01-07
Interactive Matching Network for Multi-Turn Response Selection in Retrieval-Based Chatbots Code
#14DAM
0.427
P@1
No paperCode
#15DUASOTA
0.421
P@1· 2018-06-24
Modeling Multi-turn Conversation with Deep Utterance Aggregation Code
#16SMNSOTA
0.397
P@1· 2016-12-06
Sequential Matching Network: A New Architecture for Multi-turn Response Selection in Retrieval-based Chatbots Code