تقرير
Mediators: Conversational Agents Explaining NLP Model Behavior
| العنوان: | Mediators: Conversational Agents Explaining NLP Model Behavior |
|---|---|
| المؤلفون: | Feldhus, Nils, Ravichandran, Ajay Madhavan, Möller, Sebastian |
| سنة النشر: | 2022 |
| المجموعة: | Computer Science |
| مصطلحات موضوعية: | Computer Science - Computation and Language, Computer Science - Artificial Intelligence, Computer Science - Human-Computer Interaction, Computer Science - Machine Learning |
| الوصف: | The human-centric explainable artificial intelligence (HCXAI) community has raised the need for framing the explanation process as a conversation between human and machine. In this position paper, we establish desiderata for Mediators, text-based conversational agents which are capable of explaining the behavior of neural models interactively using natural language. From the perspective of natural language processing (NLP) research, we engineer a blueprint of such a Mediator for the task of sentiment analysis and assess how far along current research is on the path towards dialogue-based explanations. Comment: Accepted to IJCAI-ECAI 2022 Workshop on Explainable Artificial Intelligence (XAI) |
| نوع الوثيقة: | Working Paper |
| URL الوصول: | http://arxiv.org/abs/2206.06029 |
| رقم الأكسشن: | edsarx.2206.06029 |
| قاعدة البيانات: | arXiv |
| الوصف غير متاح. |