Conversational Response Selection on Ubuntu Dialogue (v1, Ranking)

Metric: R10@1 (higher is better)

LeaderboardDataset

Loading chart...

Results

Sort:

#	Model↕	R10@1▼	Extra Data	Paper	Date↕	Code
1	Dial-MAE	0.918	No	Dial-MAE: ConTextual Masked Auto-Encoder for Ret...	2023-06-07	Code
2	BERT-FP+EDHNS	0.917	No	-	-	Code
3	Uni-Enc+BERT-FP	0.916	No	Uni-Encoder: A Fast and Accurate Response Select...	2021-06-02	Code
4	BERT-FP	0.911	No	-	-	Code
5	BERT-UMS+FGC	0.886	No	Small Changes Make Big Differences: Improving Mu...	2021-11-19	-
6	Uni-Encoder	0.886	No	Uni-Encoder: A Fast and Accurate Response Select...	2021-06-02	Code
7	BERT-SL	0.884	No	Learning an Effective Context-Response Matching ...	2020-09-14	-
8	Poly-encoder	0.882	No	Poly-encoders: Transformer Architectures and Pre...	2019-04-22	Code
9	UMS_BERT+	0.875	No	Do Response Selection Models Really Know What's ...	2020-09-10	Code
10	BERT-VFT	0.855	No	An Effective Domain Adaptive Post-Training Metho...	2019-08-13	Code
11	SA-BERT	0.855	No	Speaker-Aware BERT for Multi-Turn Response Selec...	2020-04-07	Code
12	WDMN	0.821	No	-	-	Code
13	MSN	0.8	No	-	-	Code
14	ESIM	0.796	No	Sequential Attention-based Network for Noetic En...	2019-01-09	Code
15	IoI-local	0.796	No	-	-	Code
16	IMN	0.794	No	Interactive Matching Network for Multi-Turn Resp...	2019-01-07	Code
17	TripleNet	0.79	No	TripleNet: Triple Attention Network for Multi-Tu...	2019-09-24	-
18	DAM-Semi	0.785	No	-	-	-
19	DAM	0.767	No	-	-	Code
20	DAM-MG	0.753	No	Multi-Granularity Representations of Dialog	2019-08-26	-
21	DUA	0.752	No	Modeling Multi-turn Conversation with Deep Utter...	2018-06-24	Code
22	SMN	0.726	No	Sequential Matching Network: A New Architecture ...	2016-12-06	Code
23	Multi-View	0.662	No	-	-	-
24	Dual-BiLSTM	0.63	No	Improved Deep Learning Baselines for Ubuntu Corp...	2015-10-13	-
25	Dual-LSTM	0.604	No	The Ubuntu Dialogue Corpus: A Large Dataset for ...	2015-06-30	Code

#1Dial-MAESOTA
0.918
R10@1· 2023-06-07
Dial-MAE: ConTextual Masked Auto-Encoder for Retrieval-based Dialogue Systems Code
#2BERT-FP+EDHNS
0.917
R10@1
No paperCode
#3Uni-Enc+BERT-FPSOTA
0.916
R10@1· 2021-06-02
Uni-Encoder: A Fast and Accurate Response Selection Paradigm for Generation-Based Dialogue Systems Code
#4BERT-FP
0.911
R10@1
No paperCode
#5BERT-UMS+FGC
0.886
R10@1· 2021-11-19
Small Changes Make Big Differences: Improving Multi-turn Response Selection in Dialogue Systems via Fine-Grained Contrastive Learning
#6Uni-Encoder
0.886
R10@1· 2021-06-02
Uni-Encoder: A Fast and Accurate Response Selection Paradigm for Generation-Based Dialogue Systems Code
#7BERT-SLSOTA
0.884
R10@1· 2020-09-14
Learning an Effective Context-Response Matching Model with Self-Supervised Tasks for Retrieval-based Dialogues
#8Poly-encoderSOTA
0.882
R10@1· 2019-04-22
Poly-encoders: Transformer Architectures and Pre-training Strategies for Fast and Accurate Multi-sentence Scoring Code
#9UMS_BERT+
0.875
R10@1· 2020-09-10
Do Response Selection Models Really Know What's Next? Utterance Manipulation Strategies for Multi-turn Response Selection Code
#10BERT-VFT
0.855
R10@1· 2019-08-13
An Effective Domain Adaptive Post-Training Method for BERT in Response Selection Code
#11SA-BERT
0.855
R10@1· 2020-04-07
Speaker-Aware BERT for Multi-Turn Response Selection in Retrieval-Based Chatbots Code
#12WDMN
0.821
R10@1
No paperCode
#13MSN
0.8
R10@1
No paperCode
#14ESIMSOTA
0.796
R10@1· 2019-01-09
Sequential Attention-based Network for Noetic End-to-End Response Selection Code
#15IoI-local
0.796
R10@1
No paperCode
#16IMNSOTA
0.794
R10@1· 2019-01-07
Interactive Matching Network for Multi-Turn Response Selection in Retrieval-Based Chatbots Code
#17TripleNet
0.79
R10@1· 2019-09-24
TripleNet: Triple Attention Network for Multi-Turn Response Selection in Retrieval-based Chatbots
#18DAM-Semi
0.785
R10@1
No paper
#19DAM
0.767
R10@1
No paperCode
#20DAM-MG
0.753
R10@1· 2019-08-26
Multi-Granularity Representations of Dialog
#21DUASOTA
0.752
R10@1· 2018-06-24
Modeling Multi-turn Conversation with Deep Utterance Aggregation Code
#22SMNSOTA
0.726
R10@1· 2016-12-06
Sequential Matching Network: A New Architecture for Multi-turn Response Selection in Retrieval-based Chatbots Code
#23Multi-View
0.662
R10@1
No paper
#24Dual-BiLSTMSOTA
0.63
R10@1· 2015-10-13
Improved Deep Learning Baselines for Ubuntu Corpus Dialogs
#25Dual-LSTMSOTA
0.604
R10@1· 2015-06-30
The Ubuntu Dialogue Corpus: A Large Dataset for Research in Unstructured Multi-Turn Dialogue Systems Code