StepDP: A Step Towards Expressive and Pervasive Dialogue Platforms

被引:0
|
作者
Wolter, Julian [1 ]
Kleer, Niko [1 ]
Feld, Michael [1 ]
机构
[1] Saarland Univ, DFKI, Saarland Informat Campus, D-66123 Saarbrucken, Germany
来源
关键词
Dialogue Systems; Multimodal Techniques and Modelling; Fusion; Blackboard;
D O I
10.1007/978-3-031-70566-3_26
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
The advancement of human-machine interactions and the expectation to interact with devices in a natural way necessitates the development of multi-modal dialogue systems that can process and respond to various forms of input modalities. Despite effective recognition methods of the different modalities, their integration into reusable frameworks often falls short, impeding rapid development and the long-term maintenance of systems that incorporate multiple modalities. This paper introduces stepDP, a novel and open-source dialogue platform designed to overcome these challenges by facilitating the quick and efficient implementation of multi-modal dialogue systems following a model-driven design paradigm. Well-researched concepts and algorithms were integrated into a framework and fine-tuned to work together seamlessly. One core concept is that the dialogue logic is abstracted from actual input modalities, allowing for the generalisation of dialogue behavior and seamless integration across domains. Emphasizing modularity and flexibility, stepDP allows for the easy integration of new features, for example, the combination of traditional NLU techniques with innovative LLMs, without requiring extensive system modifications. Our platform not only accelerates the development process but also promotes the exploration of new concepts and techniques in human-machine interaction.
引用
收藏
页码:300 / 312
页数:13
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