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Synapse
April 12, 20260 citationsOpen Access

An Empirical Bridge for Recurrence-Aware Conversation Decision Support

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MYMariia Yakovleva

Key Points

  • This research aims to explore how relationship-relevant text can support decisions in conversations by connecting to a conceptual framework.
  • Conducted three pilot studies focusing on different interactional aspects of conversations.
  • Analyzed adjacent-turn dialogue carryover in conversations.
  • Examined emotional and interactional structure in relationship-help posts.
  • Classified coarse episode-level trajectories in update-style relationship narratives.
  • Recovered interpretable signals using simple lexical and n-gram methods.
  • Found that the signals are limited, indicating foundational rather than comprehensive insights.

Abstract

This preprint presents three linked pilot studies on relationship-relevant text as an empirical bridge to a prior conceptual framework on recurrence-aware conversation decision support. The studies move from adjacent-turn dialogue carryover, to emotional and interactional structure in relationship-help posts, to coarse episode-level trajectory classification in update-style relationship narratives. Across all three levels, simple lexical and n-gram methods recover interpretable but limited signal. The paper is foundational and does not directly test the full conceptual framework.

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Cite This Study

Mariia Yakovleva (2026) studied this question.

synapsesocial.com/papers/69db38274fe01fead37c6590https://doi.org/10.5281/zenodo.19502045
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