Dialog Act Classification
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Benchmarks
Most implemented
Hierarchical Fusion for Online Multimodal Dialog Act Classification
TOD-Flow: Modeling the Structure of Task-Oriented Dialogues
CPED: A Large-Scale Chinese Personalized and Emotional Dialogue Dataset for Conversational AI
DARER: Dual-task Temporal Relational Recurrent Reasoning Network for Joint Dialog Sentiment Classification and Act Recognition
Sentence encoding for Dialogue Act classification
Privacy Guarantees for De-identifying Text Transformations
Papers
Hierarchical Fusion for Online Multimodal Dialog Act Classification
We propose a framework for online multimodal dialog act (DA) classification based on raw audio and ASR-generated transcriptions of current and past utterances. Existing multimodal DA classification approaches are limited…
ClassificationDialog Act ClassificationDialogue Act ClassificationTOD-Flow: Modeling the Structure of Task-Oriented Dialogues
Task-Oriented Dialogue (TOD) systems have become crucial components in interactive artificial intelligence applications. While recent advances have capitalized on pre-trained language models (PLMs), they exhibit limitati…
Dialog Act ClassificationResponse GenerationSLUE Phase-2: A Benchmark Suite of Diverse Spoken Language Understanding Tasks
Spoken language understanding (SLU) tasks have been studied for many decades in the speech research community, but have not received as much attention as lower-level tasks like speech and speaker recognition. In particul…
Dialog Act ClassificationQuestion AnsweringSpeaker Recognitionspeech-recognition+2CPED: A Large-Scale Chinese Personalized and Emotional Dialogue Dataset for Conversational AI
Human language expression is based on the subjective construal of the situation instead of the objective truth conditions, which means that speakers' personalities and emotions after cognitive processing have an importan…
Chinese Sentiment AnalysisConversational Response GenerationDialog Act ClassificationDialogue Generation+7A Universality-Individuality Integration Model for Dialog Act Classification
Dialog Act (DA) reveals the general intent of the speaker utterance in a conversation. Accurately predicting DAs can greatly facilitate the development of dialog agents. Although researchers have done extensive research …
ClassificationDialog Act ClassificationDialogue Act ClassificationDiversityDARER: Dual-task Temporal Relational Recurrent Reasoning Network for Joint Dialog Sentiment Classification and Act Recognition
The task of joint dialog sentiment classification (DSC) and act recognition (DAR) aims to simultaneously predict the sentiment label and act label for each utterance in a dialog. In this paper, we put forward a new frame…
Dialog Act ClassificationGPURelational ReasoningSentiment Analysis+1