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9.22k
Dialogue > Dialogue Act Classification
Switchboard corpus
Bi-RNN + Self-Attention + Context
https://arxiv.org/abs/1904.02594v2
Accuracy
82.9
Dialogue > Dialogue Act Classification
Switchboard corpus
DAH-CRF
https://arxiv.org/abs/1810.09154v3
Accuracy
82.3
Dialogue > Dialogue Act Classification
Switchboard corpus
ALDMN
http://arxiv.org/abs/1811.05021v1
Accuracy
81.5
Dialogue > Dialogue Act Classification
Switchboard corpus
CRF-ASN
http://arxiv.org/abs/1711.05568v1
Accuracy
81.3
Dialogue > Dialogue Act Classification
Switchboard corpus
Bi-LSTM-CRF
http://arxiv.org/abs/1709.04250v2
Accuracy
79.2
Dialogue > Dialogue Act Classification
Switchboard corpus
Pretrained Hierarchical Transformer
https://arxiv.org/abs/2009.11152v3
Accuracy
79.2
Dialogue > Dialogue Act Classification
Switchboard corpus
Utt-Att-BiRNN
http://arxiv.org/abs/1805.06242v2
Accuracy
77.42
Dialogue > Dialogue Act Classification
Switchboard corpus
RNN with 3 utterances in context
http://arxiv.org/abs/1805.06280v1
Accuracy
77.34
Dialogue > Dialogue Act Classification
Switchboard corpus
CNN[[Lee and Dernoncourt2016]]
http://arxiv.org/abs/1603.03827v1
Accuracy
73.1
Dialogue > Dialogue Act Classification
Switchboard Dialog Act Corpus
Speaker-change Aware CRF
https://arxiv.org/abs/2004.02913v3
Accuracy
78.7
Dialogue > Dialogue Act Classification
ICSI Meeting Recorder Dialog Act (MRDA) corpus
Pretrained Hierarchical Transformer
https://arxiv.org/abs/2009.11152v3
Accuracy
92.4
Dialogue > Dialogue Act Classification
ICSI Meeting Recorder Dialog Act (MRDA) corpus
Hierarchical Fusion
https://aclanthology.org/2023.findings-emnlp.505.pdf
Accuracy
91.8
Dialogue > Dialogue Act Classification
ICSI Meeting Recorder Dialog Act (MRDA) corpus
CRF-ASN
http://arxiv.org/abs/1711.05568v1
Accuracy
91.7
Dialogue > Dialogue Act Classification
ICSI Meeting Recorder Dialog Act (MRDA) corpus
HGRU + Beam Search + Guided attention
https://arxiv.org/abs/2002.08801v2
Accuracy
91.6
Dialogue > Dialogue Act Classification
ICSI Meeting Recorder Dialog Act (MRDA) corpus
Speaker
https://arxiv.org/abs/2109.05056v1
Accuracy
91.4
Dialogue > Dialogue Act Classification
ICSI Meeting Recorder Dialog Act (MRDA) corpus
Bi-RNN + Self-Attention + Context
https://arxiv.org/abs/1904.02594v2
Accuracy
91.1
Dialogue > Dialogue Act Classification
ICSI Meeting Recorder Dialog Act (MRDA) corpus
Bi-LSTM-CRF
http://arxiv.org/abs/1709.04250v2
Accuracy
90.9
Dialogue > Dialogue Act Classification
ICSI Meeting Recorder Dialog Act (MRDA) corpus
SGNN
https://aclanthology.org/D18-1105
Accuracy
86.7
Dialogue > Dialogue Act Classification
Switchboard dialogue act corpus
Speaker-change Aware CRF
https://arxiv.org/abs/2004.02913v3
Accuracy
78.7
Dialogue > End-To-End Dialogue Modelling
MULTIWOZ 2.0
GALAXY
https://arxiv.org/abs/2111.14592v8
MultiWOZ (Success)
85.3
Dialogue > End-To-End Dialogue Modelling
MULTIWOZ 2.0
GALAXY
https://arxiv.org/abs/2111.14592v8
MultiWOZ (Inform)
94.4
Dialogue > End-To-End Dialogue Modelling
MULTIWOZ 2.0
GALAXY
https://arxiv.org/abs/2111.14592v8
BLEU
20.5
Dialogue > End-To-End Dialogue Modelling
MULTIWOZ 2.0
Noisy Channel Model
https://arxiv.org/abs/2103.10518v1
MultiWOZ (Success)
76.2
Dialogue > End-To-End Dialogue Modelling
MULTIWOZ 2.0
Noisy Channel Model
https://arxiv.org/abs/2103.10518v1
MultiWOZ (Inform)
86.9
Dialogue > End-To-End Dialogue Modelling
MULTIWOZ 2.0
Noisy Channel Model
https://arxiv.org/abs/2103.10518v1
BLEU
20.6
Dialogue > End-To-End Dialogue Modelling
MULTIWOZ 2.0
AuGPT
https://arxiv.org/abs/2102.05126v3
MultiWOZ (Success)
75.5
Dialogue > End-To-End Dialogue Modelling
MULTIWOZ 2.0
AuGPT
https://arxiv.org/abs/2102.05126v3
MultiWOZ (Inform)
90.2
Dialogue > End-To-End Dialogue Modelling
MULTIWOZ 2.0
AuGPT
https://arxiv.org/abs/2102.05126v3
BLEU
17.2
Dialogue > End-To-End Dialogue Modelling
MULTIWOZ 2.0
SOLOIST
https://arxiv.org/abs/2005.05298v4
MultiWOZ (Success)
72.9
Dialogue > End-To-End Dialogue Modelling
MULTIWOZ 2.0
SOLOIST
https://arxiv.org/abs/2005.05298v4
MultiWOZ (Inform)
85.5
Dialogue > End-To-End Dialogue Modelling
MULTIWOZ 2.0
SOLOIST
https://arxiv.org/abs/2005.05298v4
BLEU
16.5
Dialogue > End-To-End Dialogue Modelling
MULTIWOZ 2.0
SimpleTOD
https://arxiv.org/abs/2005.00796v4
MultiWOZ (Success)
70.1
Dialogue > End-To-End Dialogue Modelling
MULTIWOZ 2.0
SimpleTOD
https://arxiv.org/abs/2005.00796v4
MultiWOZ (Inform)
84.4
Dialogue > End-To-End Dialogue Modelling
MULTIWOZ 2.0
SimpleTOD
https://arxiv.org/abs/2005.00796v4
BLEU
15.0
Dialogue > End-To-End Dialogue Modelling
MULTIWOZ 2.0
DAMD
https://arxiv.org/abs/1911.10484v2
MultiWOZ (Success)
60.4
Dialogue > End-To-End Dialogue Modelling
MULTIWOZ 2.0
DAMD
https://arxiv.org/abs/1911.10484v2
MultiWOZ (Inform)
76.3
Dialogue > End-To-End Dialogue Modelling
MULTIWOZ 2.0
DAMD
https://arxiv.org/abs/1911.10484v2
BLEU
18.6
Dialogue > End-To-End Dialogue Modelling
MULTIWOZ 2.1
GALAXY
https://arxiv.org/abs/2111.14592v8
MultiWOZ (Success)
86.20
Dialogue > End-To-End Dialogue Modelling
MULTIWOZ 2.1
GALAXY
https://arxiv.org/abs/2111.14592v8
MultiWOZ (Inform)
95.30
Dialogue > End-To-End Dialogue Modelling
MULTIWOZ 2.1
GALAXY
https://arxiv.org/abs/2111.14592v8
BLEU
20.01
Dialogue > End-To-End Dialogue Modelling
MULTIWOZ 2.1
LABES-S2S
https://arxiv.org/abs/2009.08115v3
MultiWOZ (Success)
67.1
Dialogue > End-To-End Dialogue Modelling
MULTIWOZ 2.1
LABES-S2S
https://arxiv.org/abs/2009.08115v3
MultiWOZ (Inform)
78.1
Dialogue > End-To-End Dialogue Modelling
MULTIWOZ 2.1
LABES-S2S
https://arxiv.org/abs/2009.08115v3
BLEU
18.3
Dialogue > End-To-End Dialogue Modelling
MULTIWOZ 2.1
AuGPT
https://arxiv.org/abs/2102.05126v3
MultiWOZ (Success)
72.9
Dialogue > End-To-End Dialogue Modelling
MULTIWOZ 2.1
AuGPT
https://arxiv.org/abs/2102.05126v3
MultiWOZ (Inform)
91.4
Dialogue > End-To-End Dialogue Modelling
MULTIWOZ 2.1
AuGPT
https://arxiv.org/abs/2102.05126v3
BLEU
17.2
Dialogue > End-To-End Dialogue Modelling
MULTIWOZ 2.1
SimpleTOD
https://arxiv.org/abs/2005.00796v4
MultiWOZ (Success)
70.5
Dialogue > End-To-End Dialogue Modelling
MULTIWOZ 2.1
SimpleTOD
https://arxiv.org/abs/2005.00796v4
MultiWOZ (Inform)
85.0
Dialogue > End-To-End Dialogue Modelling
MULTIWOZ 2.1
SimpleTOD
https://arxiv.org/abs/2005.00796v4
BLEU
15.2
Dialogue > Conversation Disentanglement
Linux IRC (Ch2 Kummerfeld)
Linear
https://aclanthology.org/P08-1095
1-1
59.7
Dialogue > Conversation Disentanglement
Linux IRC (Ch2 Kummerfeld)
Linear
https://aclanthology.org/P08-1095
Local
80.8
Dialogue > Conversation Disentanglement
Linux IRC (Ch2 Kummerfeld)
Linear
https://aclanthology.org/P08-1095
Shen F-1
63.0
Dialogue > Conversation Disentanglement
Linux IRC (Ch2 Kummerfeld)
Linear
https://arxiv.org/abs/1810.11118v2
1-1
59.7
Dialogue > Conversation Disentanglement
Linux IRC (Ch2 Kummerfeld)
Heuristic
https://core.ac.uk/download/pdf/230775856.pdf
1-1
43.4
Dialogue > Conversation Disentanglement
Linux IRC (Ch2 Kummerfeld)
Heuristic
https://core.ac.uk/download/pdf/230775856.pdf
Local
67.9
Dialogue > Conversation Disentanglement
Linux IRC (Ch2 Kummerfeld)
Heuristic
https://core.ac.uk/download/pdf/230775856.pdf
Shen F-1
50.7
Dialogue > Conversation Disentanglement
irc-disentanglement
BERT + BiLSTM
https://arxiv.org/abs/2004.01940v1
VI
93.3
Dialogue > Conversation Disentanglement
irc-disentanglement
BERT + BiLSTM
https://arxiv.org/abs/2004.01940v1
P
44.3
Dialogue > Conversation Disentanglement
irc-disentanglement
BERT + BiLSTM
https://arxiv.org/abs/2004.01940v1
R
49.6
Dialogue > Conversation Disentanglement
irc-disentanglement
BERT + BiLSTM
https://arxiv.org/abs/2004.01940v1
F
46.8
Dialogue > Conversation Disentanglement
irc-disentanglement
FF ensemble: Vote
https://arxiv.org/abs/1810.11118v2
VI
91.5
Dialogue > Conversation Disentanglement
irc-disentanglement
FF ensemble: Vote
https://arxiv.org/abs/1810.11118v2
1-1
76.0
Dialogue > Conversation Disentanglement
irc-disentanglement
FF ensemble: Vote
https://arxiv.org/abs/1810.11118v2
P
36.3
Dialogue > Conversation Disentanglement
irc-disentanglement
FF ensemble: Vote
https://arxiv.org/abs/1810.11118v2
R
39.7
Dialogue > Conversation Disentanglement
irc-disentanglement
FF ensemble: Vote
https://arxiv.org/abs/1810.11118v2
F
38.0
Dialogue > Conversation Disentanglement
irc-disentanglement
Feedforward
https://arxiv.org/abs/1810.11118v2
VI
91.3
Dialogue > Conversation Disentanglement
irc-disentanglement
Feedforward
https://arxiv.org/abs/1810.11118v2
1-1
75.6
Dialogue > Conversation Disentanglement
irc-disentanglement
Feedforward
https://arxiv.org/abs/1810.11118v2
P
34.6
Dialogue > Conversation Disentanglement
irc-disentanglement
Feedforward
https://arxiv.org/abs/1810.11118v2
R
38.0
Dialogue > Conversation Disentanglement
irc-disentanglement
Feedforward
https://arxiv.org/abs/1810.11118v2
F
36.2
Dialogue > Conversation Disentanglement
irc-disentanglement
Linear
https://aclanthology.org/P08-1095
VI
82.1
Dialogue > Conversation Disentanglement
irc-disentanglement
Linear
https://aclanthology.org/P08-1095
1-1
51.4
Dialogue > Conversation Disentanglement
irc-disentanglement
Linear
https://aclanthology.org/P08-1095
P
12.1
Dialogue > Conversation Disentanglement
irc-disentanglement
Linear
https://aclanthology.org/P08-1095
R
21.5
Dialogue > Conversation Disentanglement
irc-disentanglement
Linear
https://aclanthology.org/P08-1095
F
15.5
Dialogue > Conversation Disentanglement
irc-disentanglement
FF ensemble: Intersect
https://arxiv.org/abs/1810.11118v2
VI
69.3
Dialogue > Conversation Disentanglement
irc-disentanglement
FF ensemble: Intersect
https://arxiv.org/abs/1810.11118v2
1-1
26.6
Dialogue > Conversation Disentanglement
irc-disentanglement
FF ensemble: Intersect
https://arxiv.org/abs/1810.11118v2
P
67.0
Dialogue > Conversation Disentanglement
irc-disentanglement
FF ensemble: Intersect
https://arxiv.org/abs/1810.11118v2
R
21.1
Dialogue > Conversation Disentanglement
irc-disentanglement
FF ensemble: Intersect
https://arxiv.org/abs/1810.11118v2
F
32.1
Dialogue > Conversation Disentanglement
Linux IRC (Ch2 Elsner)
Linear
https://aclanthology.org/P08-1095
1-1
53.1
Dialogue > Conversation Disentanglement
Linux IRC (Ch2 Elsner)
Linear
https://aclanthology.org/P08-1095
Local
81.9
Dialogue > Conversation Disentanglement
Linux IRC (Ch2 Elsner)
Linear
https://aclanthology.org/P08-1095
Shen F-1
55.1
Dialogue > Conversation Disentanglement
Linux IRC (Ch2 Elsner)
Feedforward
https://arxiv.org/abs/1810.11118v2
1-1
52.1
Dialogue > Conversation Disentanglement
Linux IRC (Ch2 Elsner)
Feedforward
https://arxiv.org/abs/1810.11118v2
Local
77.8
Dialogue > Conversation Disentanglement
Linux IRC (Ch2 Elsner)
Feedforward
https://arxiv.org/abs/1810.11118v2
Shen F-1
53.8
Dialogue > Conversation Disentanglement
Linux IRC (Ch2 Elsner)
Heuristic
https://core.ac.uk/download/pdf/230775856.pdf
1-1
45.1
Dialogue > Conversation Disentanglement
Linux IRC (Ch2 Elsner)
Heuristic
https://core.ac.uk/download/pdf/230775856.pdf
Local
73.8
Dialogue > Conversation Disentanglement
Linux IRC (Ch2 Elsner)
Heuristic
https://core.ac.uk/download/pdf/230775856.pdf
Shen F-1
51.8
Dialogue > Interactive Evaluation of Dialog
DSTC9 Track 3 - Task 2
PLATO-2
https://arxiv.org/abs/2105.02482v2
Overall Human Rating
4.15
Dialogue > Interactive Evaluation of Dialog
DSTC9 Track 3 - Task 2
PLATO-2
https://arxiv.org/abs/2105.02482v2
Coherent
2.8017
Dialogue > Interactive Evaluation of Dialog
DSTC9 Track 3 - Task 2
PLATO-2
https://arxiv.org/abs/2105.02482v2
Error Recovery
2.7518
Dialogue > Interactive Evaluation of Dialog
DSTC9 Track 3 - Task 2
PLATO-2
https://arxiv.org/abs/2105.02482v2
Consistent
0.9390
Dialogue > Interactive Evaluation of Dialog
DSTC9 Track 3 - Task 2
PLATO-2
https://arxiv.org/abs/2105.02482v2
Diversity
2.7441
Dialogue > Interactive Evaluation of Dialog
DSTC9 Track 3 - Task 2
PLATO-2
https://arxiv.org/abs/2105.02482v2
Topic Depth
2.7678
Dialogue > Interactive Evaluation of Dialog
DSTC9 Track 3 - Task 2
PLATO-2
https://arxiv.org/abs/2105.02482v2
Likeable
2.7878
Dialogue > Interactive Evaluation of Dialog
DSTC9 Track 3 - Task 2
PLATO-2
https://arxiv.org/abs/2105.02482v2
Understanding
2.8285
Dialogue > Interactive Evaluation of Dialog
DSTC9 Track 3 - Task 2
PLATO-2
https://arxiv.org/abs/2105.02482v2
Flexible
2.8000
Dialogue > Interactive Evaluation of Dialog
DSTC9 Track 3 - Task 2
PLATO-2
https://arxiv.org/abs/2105.02482v2
Informative
2.7881
Dialogue > Interactive Evaluation of Dialog
DSTC9 Track 3 - Task 2
PLATO-2
https://arxiv.org/abs/2105.02482v2
Inquisitive
2.7949