About

Dialogue act classification is the task of classifying an utterance with respect to the function it serves in a dialogue, i.e. the act the speaker is performing. Dialogue acts are a type of speech acts (for Speech Act Theory, see Austin (1975) and Searle (1969)).

Benchmarks

Greatest papers with code

A Transfer Learning Approach for Dialogue Act Classification of GitHub Issue Comments

10 Nov 2020google-research/bert

Social coding platforms, such as GitHub, serve as laboratories for studying collaborative problem solving in open source software development; a key feature is their ability to support issue reporting which is used by teams to discuss tasks and ideas.

DIALOGUE ACT CLASSIFICATION TRANSFER LEARNING

Probabilistic Word Association for Dialogue Act Classification with Recurrent Neural Networks

Engineering Applications of Neural Networks 2018 NathanDuran/Probabilistic-RNN-DA-Classifier

The identification of Dialogue Act’s (DA) is an important aspect in determining the meaning of an utterance for many applications that require natural language understanding, and recent work using recurrent neural networks (RNN) has shown promising results when applied to the DA classification problem.

DIALOG ACT CLASSIFICATION DIALOGUE ACT CLASSIFICATION NATURAL LANGUAGE UNDERSTANDING WORD EMBEDDINGS

Contextual Dialogue Act Classification for Open-Domain Conversational Agents

28 May 2020emory-irlab/CDAC

Furthermore, our results show that fine-tuning the CDAC model on a small sample of manually labeled human-machine conversations allows CDAC to more accurately predict dialogue acts in real users' conversations, suggesting a promising direction for future improvements.

DIALOGUE ACT CLASSIFICATION NATURAL LANGUAGE UNDERSTANDING TRANSFER LEARNING

Self-Governing Neural Networks for On-Device Short Text Classification

EMNLP 2018 glicerico/SGNN

Deep neural networks reach state-of-the-art performance for wide range of natural language processing, computer vision and speech applications.

DIALOG ACT CLASSIFICATION DIALOGUE ACT CLASSIFICATION TEXT CLASSIFICATION WORD EMBEDDINGS

Dialogue Act Classification with Context-Aware Self-Attention

NAACL 2019 macabdul9/CASA-Dialogue-Act-Classifier

Recent work in Dialogue Act classification has treated the task as a sequence labeling problem using hierarchical deep neural networks.

DIALOGUE ACT CLASSIFICATION REPRESENTATION LEARNING

Handling Class Imbalance in Low-Resource Dialogue Systems by Combining Few-Shot Classification and Interpolation

28 Oct 2020OSU-slatelab/vp-pairwise

Utterance classification performance in low-resource dialogue systems is constrained by an inevitably high degree of data imbalance in class labels.

DIALOGUE ACT CLASSIFICATION

Speaker-change Aware CRF for Dialogue Act Classification

6 Apr 2020guokan_shang/da-classification

CRF models the conditional probability of the target DA label sequence given the input utterance sequence.

DIALOGUE ACT CLASSIFICATION