Conversational Response Selection on Ubuntu Dialogue (v1, Ranking)

Metric: R10@5 (higher is better)

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#	Model↕	R10@5▼	Extra Data	Paper	Date↕	Code
1	BERT-FP+EDHNS	0.994	No	-	-	Code
2	Uni-Enc+BERT-FP	0.994	No	Uni-Encoder: A Fast and Accurate Response Select...	2021-06-02	Code
3	BERT-FP	0.994	No	-	-	Code
4	Dial-MAE	0.993	No	Dial-MAE: ConTextual Masked Auto-Encoder for Ret...	2023-06-07	Code
5	BERT-UMS+FGC	0.99	No	Small Changes Make Big Differences: Improving Mu...	2021-11-19	-
6	BERT-SL	0.99	No	Learning an Effective Context-Response Matching ...	2020-09-14	-
7	Poly-encoder	0.99	No	Poly-encoders: Transformer Architectures and Pre...	2019-04-22	Code
8	Uni-Encoder	0.989	No	Uni-Encoder: A Fast and Accurate Response Select...	2021-06-02	Code
9	UMS_BERT+	0.988	No	Do Response Selection Models Really Know What's ...	2020-09-10	Code
10	BERT-VFT	0.985	No	An Effective Domain Adaptive Post-Training Metho...	2019-08-13	Code
11	SA-BERT	0.983	No	Speaker-Aware BERT for Multi-Turn Response Selec...	2020-04-07	Code
12	WDMN	0.981	No	-	-	Code
13	MSN	0.978	No	-	-	Code
14	ESIM	0.975	No	Sequential Attention-based Network for Noetic En...	2019-01-09	Code
15	IoI-local	0.974	No	-	-	Code
16	IMN	0.974	No	Interactive Matching Network for Multi-Turn Resp...	2019-01-07	Code
17	DAM-Semi	0.974	No	-	-	-
18	TripleNet	0.97	No	TripleNet: Triple Attention Network for Multi-Tu...	2019-09-24	-
19	DAM	0.969	No	-	-	Code
20	DUA	0.962	No	Modeling Multi-turn Conversation with Deep Utter...	2018-06-24	Code
21	SMN	0.96	No	Sequential Matching Network: A New Architecture ...	2016-12-06	Code
22	Multi-View	0.951	No	-	-	-
23	Dual-BiLSTM	0.944	No	Improved Deep Learning Baselines for Ubuntu Corp...	2015-10-13	-
24	Dual-LSTM	0.926	No	The Ubuntu Dialogue Corpus: A Large Dataset for ...	2015-06-30	Code

#1BERT-FP+EDHNS
0.994
R10@5
No paperCode
#2Uni-Enc+BERT-FPSOTA
0.994
R10@5· 2021-06-02
Uni-Encoder: A Fast and Accurate Response Selection Paradigm for Generation-Based Dialogue Systems Code
#3BERT-FP
0.994
R10@5
No paperCode
#4Dial-MAE
0.993
R10@5· 2023-06-07
Dial-MAE: ConTextual Masked Auto-Encoder for Retrieval-based Dialogue Systems Code
#5BERT-UMS+FGC
0.99
R10@5· 2021-11-19
Small Changes Make Big Differences: Improving Multi-turn Response Selection in Dialogue Systems via Fine-Grained Contrastive Learning
#6BERT-SL
0.99
R10@5· 2020-09-14
Learning an Effective Context-Response Matching Model with Self-Supervised Tasks for Retrieval-based Dialogues
#7Poly-encoderSOTA
0.99
R10@5· 2019-04-22
Poly-encoders: Transformer Architectures and Pre-training Strategies for Fast and Accurate Multi-sentence Scoring Code
#8Uni-Encoder
0.989
R10@5· 2021-06-02
Uni-Encoder: A Fast and Accurate Response Selection Paradigm for Generation-Based Dialogue Systems Code
#9UMS_BERT+
0.988
R10@5· 2020-09-10
Do Response Selection Models Really Know What's Next? Utterance Manipulation Strategies for Multi-turn Response Selection Code
#10BERT-VFT
0.985
R10@5· 2019-08-13
An Effective Domain Adaptive Post-Training Method for BERT in Response Selection Code
#11SA-BERT
0.983
R10@5· 2020-04-07
Speaker-Aware BERT for Multi-Turn Response Selection in Retrieval-Based Chatbots Code
#12WDMN
0.981
R10@5
No paperCode
#13MSN
0.978
R10@5
No paperCode
#14ESIMSOTA
0.975
R10@5· 2019-01-09
Sequential Attention-based Network for Noetic End-to-End Response Selection Code
#15IoI-local
0.974
R10@5
No paperCode
#16IMNSOTA
0.974
R10@5· 2019-01-07
Interactive Matching Network for Multi-Turn Response Selection in Retrieval-Based Chatbots Code
#17DAM-Semi
0.974
R10@5
No paper
#18TripleNet
0.97
R10@5· 2019-09-24
TripleNet: Triple Attention Network for Multi-Turn Response Selection in Retrieval-based Chatbots
#19DAM
0.969
R10@5
No paperCode
#20DUASOTA
0.962
R10@5· 2018-06-24
Modeling Multi-turn Conversation with Deep Utterance Aggregation Code
#21SMNSOTA
0.96
R10@5· 2016-12-06
Sequential Matching Network: A New Architecture for Multi-turn Response Selection in Retrieval-based Chatbots Code
#22Multi-View
0.951
R10@5
No paper
#23Dual-BiLSTMSOTA
0.944
R10@5· 2015-10-13
Improved Deep Learning Baselines for Ubuntu Corpus Dialogs
#24Dual-LSTMSOTA
0.926
R10@5· 2015-06-30
The Ubuntu Dialogue Corpus: A Large Dataset for Research in Unstructured Multi-Turn Dialogue Systems Code