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Natural Language Processing
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Conversational Response Selection
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Ubuntu Dialogue (v1, Ranking)
Conversational Response Selection on Ubuntu Dialogue (v1, Ranking)
Metric: R10@2 (higher is better)
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R10@2 (best first)
R10@2 (worst first)
Date (newest first)
Date (oldest first)
Model name (A→Z)
#
Model
↕
R10@2
▼
Extra Data
Paper
Date
↕
Code
1
BERT-FP+EDHNS
0.965
No
-
-
Code
2
Uni-Enc+BERT-FP
0.965
No
Uni-Encoder: A Fast and Accurate Response Select...
2021-06-02
Code
3
Dial-MAE
0.964
No
Dial-MAE: ConTextual Masked Auto-Encoder for Ret...
2023-06-07
Code
4
BERT-FP
0.962
No
-
-
Code
5
Poly-encoder
0.949
No
Poly-encoders: Transformer Architectures and Pre...
2019-04-22
Code
6
BERT-UMS+FGC
0.948
No
Small Changes Make Big Differences: Improving Mu...
2021-11-19
-
7
Uni-Encoder
0.946
No
Uni-Encoder: A Fast and Accurate Response Select...
2021-06-02
Code
8
BERT-SL
0.946
No
Learning an Effective Context-Response Matching ...
2020-09-14
-
9
UMS_BERT+
0.942
No
Do Response Selection Models Really Know What's ...
2020-09-10
Code
10
BERT-VFT
0.928
No
An Effective Domain Adaptive Post-Training Metho...
2019-08-13
Code
11
SA-BERT
0.928
No
Speaker-Aware BERT for Multi-Turn Response Selec...
2020-04-07
Code
12
WDMN
0.911
No
-
-
Code
13
MSN
0.899
No
-
-
Code
14
ESIM
0.894
No
Sequential Attention-based Network for Noetic En...
2019-01-09
Code
15
IoI-local
0.894
No
-
-
Code
16
IMN
0.889
No
Interactive Matching Network for Multi-Turn Resp...
2019-01-07
Code
17
TripleNet
0.885
No
TripleNet: Triple Attention Network for Multi-Tu...
2019-09-24
-
18
DAM-Semi
0.883
No
-
-
-
19
DAM
0.874
No
-
-
Code
20
DUA
0.868
No
Modeling Multi-turn Conversation with Deep Utter...
2018-06-24
Code
21
SMN
0.822
No
Sequential Matching Network: A New Architecture ...
2016-12-06
Code
22
Multi-View
0.801
No
-
-
-
23
Dual-BiLSTM
0.78
No
Improved Deep Learning Baselines for Ubuntu Corp...
2015-10-13
-
24
Dual-LSTM
0.745
No
The Ubuntu Dialogue Corpus: A Large Dataset for ...
2015-06-30
Code
#1
BERT-FP+EDHNS
0.965
R10@2
No paper
Code
#2
Uni-Enc+BERT-FP
SOTA
0.965
R10@2
· 2021-06-02
Uni-Encoder: A Fast and Accurate Response Selection Paradigm for Generation-Based Dialogue Systems
Code
#3
Dial-MAE
0.964
R10@2
· 2023-06-07
Dial-MAE: ConTextual Masked Auto-Encoder for Retrieval-based Dialogue Systems
Code
#4
BERT-FP
0.962
R10@2
No paper
Code
#5
Poly-encoder
SOTA
0.949
R10@2
· 2019-04-22
Poly-encoders: Transformer Architectures and Pre-training Strategies for Fast and Accurate Multi-sentence Scoring
Code
#6
BERT-UMS+FGC
0.948
R10@2
· 2021-11-19
Small Changes Make Big Differences: Improving Multi-turn Response Selection in Dialogue Systems via Fine-Grained Contrastive Learning
#7
Uni-Encoder
0.946
R10@2
· 2021-06-02
Uni-Encoder: A Fast and Accurate Response Selection Paradigm for Generation-Based Dialogue Systems
Code
#8
BERT-SL
0.946
R10@2
· 2020-09-14
Learning an Effective Context-Response Matching Model with Self-Supervised Tasks for Retrieval-based Dialogues
#9
UMS_BERT+
0.942
R10@2
· 2020-09-10
Do Response Selection Models Really Know What's Next? Utterance Manipulation Strategies for Multi-turn Response Selection
Code
#10
BERT-VFT
0.928
R10@2
· 2019-08-13
An Effective Domain Adaptive Post-Training Method for BERT in Response Selection
Code
#11
SA-BERT
0.928
R10@2
· 2020-04-07
Speaker-Aware BERT for Multi-Turn Response Selection in Retrieval-Based Chatbots
Code
#12
WDMN
0.911
R10@2
No paper
Code
#13
MSN
0.899
R10@2
No paper
Code
#14
ESIM
SOTA
0.894
R10@2
· 2019-01-09
Sequential Attention-based Network for Noetic End-to-End Response Selection
Code
#15
IoI-local
0.894
R10@2
No paper
Code
#16
IMN
SOTA
0.889
R10@2
· 2019-01-07
Interactive Matching Network for Multi-Turn Response Selection in Retrieval-Based Chatbots
Code
#17
TripleNet
0.885
R10@2
· 2019-09-24
TripleNet: Triple Attention Network for Multi-Turn Response Selection in Retrieval-based Chatbots
#18
DAM-Semi
0.883
R10@2
No paper
#19
DAM
0.874
R10@2
No paper
Code
#20
DUA
SOTA
0.868
R10@2
· 2018-06-24
Modeling Multi-turn Conversation with Deep Utterance Aggregation
Code
#21
SMN
SOTA
0.822
R10@2
· 2016-12-06
Sequential Matching Network: A New Architecture for Multi-turn Response Selection in Retrieval-based Chatbots
Code
#22
Multi-View
0.801
R10@2
No paper
#23
Dual-BiLSTM
SOTA
0.78
R10@2
· 2015-10-13
Improved Deep Learning Baselines for Ubuntu Corpus Dialogs
#24
Dual-LSTM
SOTA
0.745
R10@2
· 2015-06-30
The Ubuntu Dialogue Corpus: A Large Dataset for Research in Unstructured Multi-Turn Dialogue Systems
Code