Human in the loop approaches in multi-modal conversational task guidance system development. (arXiv:2211.01824v1 [cs.CL])

Development of task guidance systems for aiding humans in a situated task
remains a challenging problem. The role of search (information retrieval) and
conversational systems for task guidance has immense potential to help the task
performers achieve various goals. However, there are several technical
challenges that need to be addressed to deliver such conversational systems,
where common supervised approaches fail to deliver the expected results in
terms of overall performance, user experience and adaptation to realistic
conditions. In this preliminary …

arxiv conversational development guidance human human in the loop loop