Using Adaptive Empathetic Responses For Teaching English · The Large Language Model Bible Contribute to LLM-Bible

Using Adaptive Empathetic Responses For Teaching English

Siyan Li, Shao Teresa, Yu Zhou, Hirschberg Julia. Arxiv 2024

[Paper]    
Efficiency And Optimization GPT Model Architecture Prompting Reinforcement Learning Uncategorized

Existing English-teaching chatbots rarely incorporate empathy explicitly in their feedback, but empathetic feedback could help keep students engaged and reduce learner anxiety. Toward this end, we propose the task of negative emotion detection via audio, for recognizing empathetic feedback opportunities in language learning. We then build the first spoken English-teaching chatbot with adaptive, empathetic feedback. This feedback is synthesized through automatic prompt optimization of ChatGPT and is evaluated with English learners. We demonstrate the effectiveness of our system through a preliminary user study.

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