Dialogue on Switchboard corpus

Metric: Accuracy (higher is better)

LeaderboardDataset

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#	Model↕	Accuracy▼	Extra Data	Paper	Date↕	Code
1	HGRU + Beam Search + Guided attention	85	No	Guiding attention in Sequence-to-sequence models...	2020-02-20	Code
2	Speaker	83.2	No	Speaker Turn Modeling for Dialogue Act Classific...	2021-09-10	Code
3	Bi-RNN + Self-Attention + Context	82.9	No	Dialogue Act Classification with Context-Aware S...	2019-04-04	Code
4	DAH-CRF	82.3	No	A Dual-Attention Hierarchical Recurrent Neural N...	2018-10-22	-
5	ALDMN	81.5	No	Improved Dynamic Memory Network for Dialogue Act...	2018-11-12	-
6	CRF-ASN	81.3	No	Dialogue Act Recognition via CRF-Attentive Struc...	2017-11-15	-
7	Bi-LSTM-CRF	79.2	No	Dialogue Act Sequence Labeling using Hierarchica...	2017-09-13	Code
8	Pretrained Hierarchical Transformer	79.2	No	Hierarchical Pre-training for Sequence Labelling...	2020-09-23	-
9	Utt-Att-BiRNN	77.42	No	Conversational Analysis using Utterance-level At...	2018-05-16	Code
10	RNN with 3 utterances in context	77.34	No	A Context-based Approach for Dialogue Act Recogn...	2018-05-16	Code
11	CNN[[Lee and Dernoncourt2016]]	73.1	No	Sequential Short-Text Classification with Recurr...	2016-03-12	Code