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task ID: dialogueactrecognition

Related Papers

A Context-based Approach for Dialogue Act Recognition using Simple Recurrent Neural Networks

Authors: nan

Publication: TIPSTER (2018)

DOI: nan

Dialogue act recognition is an important part of natural language understanding. We investigate the way dialogue act corpora are annotated and the learning approaches used so far. We find that …...

17713

Integrating User History into Heterogeneous Graph for Dialogue Act Recognition

Authors: nan

Publication: TIPSTER (2020)

DOI: nan

AbstractDialogue Act Recognition (DAR) is a challenging problem in Natural Language Understanding, which aims to attach Dialogue Act (DA) labels to each utterance in a conversation. However, previous studies cannot …...

3992

Learning Spoken Language Representations with Neural Lattice Language Modeling

Authors: nan

Publication: TIPSTER (2020)

DOI: nan

AbstractPre-trained language models have achieved huge improvement on many NLP tasks. However, these methods are usually designed for written text, so they do not consider the properties of spoken language. …...

37766

Modeling Local Contexts for Joint Dialogue Act Recognition and Sentiment Classification with Bi-channel Dynamic Convolutions

Authors: nan

Publication: TIPSTER (2020)

DOI: nan

AbstractIn this paper, we target improving the joint dialogue act recognition (DAR) and sentiment classification (SC) tasks by fully modeling the local contexts of utterances. First, we employ the dynamic …...

4298

Utterance Position-Aware Dialogue Act Recognition

Authors: nan

Publication: TIPSTER (2021)

DOI: nan

AbstractThis study proposes an utterance position-aware approach for a neural network-based dialogue act recognition (DAR) model, which incorporates positional encoding for utterance’s absolute or relative position. The proposed approach is …...

20163