Papers with conversational engagement

3 papers
Moderation Matters: Measuring Conversational Moderation Impact in English as a Second Language Group Discussion (2025.findings-acl)

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Challenge: Existing tools for ESL assessment focus on writing skills and lack in support for dynamic spoken interactions.
Approach: They propose an approach that integrates automatic ESL dialogue assessment and a framework that categorizes moderation strategies to assess conversational engagement and moderation effectiveness.
Outcome: The proposed approach integrates automatic ESL dialogue assessment and categorizes moderation strategies.
RoomReader: A Multimodal Corpus of Online Multiparty Conversational Interactions (2022.lrec-1)

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Challenge: The corpus of multimodal, multiparty conversational interactions explored in RoomReader can be used to study a wide range of phenomena in online multimodal interaction.
Approach: They propose to use RoomReader to explore multimodal cues of conversational engagement and behavioural aspects of collaborative interaction in online environments.
Outcome: The corpus was developed within the wider RoomReader Project to explore multimodal cues of conversational engagement and behavioural aspects of collaborative interaction in online environments.
Minimal Yet Big Impact: How AI Agent Back-channeling Enhances Conversational Engagement through Conversation Persistence and Context Richness (2024.findings-emnlp)

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Challenge: Increasing use of AI agents in conversational services highlights the importance of back-channeling (BC) as an active listening strategy to enhance conversational engagement.
Approach: They conducted an experiment with 55 participants to evaluate conversational engagement using both quantitative and qualitative metrics.
Outcome: The results show that the Todak_BC and TodAK_NoBC groups have significantly higher conversational engagement than the Todask_NoB.

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