Computer Science > Computation and Language
[Submitted on 25 Jun 2024 (v1), last revised 28 Sep 2024 (this version, v2)]
Title:EDEN: Empathetic Dialogues for English learning
View PDF HTML (experimental)Abstract:Dialogue systems have been used as conversation partners in English learning, but few have studied whether these systems improve learning outcomes. Student passion and perseverance, or grit, has been associated with language learning success. Recent work establishes that as students perceive their English teachers to be more supportive, their grit improves. Hypothesizing that the same pattern applies to English-teaching chatbots, we create EDEN, a robust open-domain chatbot for spoken conversation practice that provides empathetic feedback. To construct EDEN, we first train a specialized spoken utterance grammar correction model and a high-quality social chit-chat conversation model. We then conduct a preliminary user study with a variety of strategies for empathetic feedback. Our experiment suggests that using adaptive empathetic feedback leads to higher perceived affective support. Furthermore, elements of perceived affective support positively correlate with student grit.
Submission history
From: Siyan Li [view email][v1] Tue, 25 Jun 2024 23:36:16 UTC (8,294 KB)
[v2] Sat, 28 Sep 2024 22:18:44 UTC (8,295 KB)
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