在线对话的几何结构与冲突性话语的因果前因 / The geometry of online conversations and the causal antecedents of conflictual discourse
1️⃣ 一句话总结
这项研究通过分析在线气候讨论,揭示了对话结构(如回复延迟、分支形态)如何影响回复的冲突性(如立场、语气和情绪化程度),并发现回复内容会强烈趋同于其父帖及同级回复的平均倾向。
This article investigates the causal antecedents of conflictual language and the geometry of interaction in online threaded conversations related to climate change. We employ three annotation dimensions, inferred through LLM prompting and averaging, to capture complementary aspects of discursive conflict (such as stance: agreement vs disagreement; tone: attacking vs respectful; and emotional versus factual framing) and use data from a threaded online forum to examine how these dimensions respond to temporal, conversational, and arborescent structural features of discussions. We show that, as suggested by the literature, longer delays between successive posts in a thread are associated with replies that are, on average, more respectful, whereas longer delays relative to the parent post are associated with slightly less disagreement but more emotional (less factual) language. Second, we characterize alignment with the local conversational environment and find strong convergence both toward the average stance, tone and emotional framing of older sibling posts replying to the same parent and toward those of the parent post itself, with parent post effects generally stronger than sibling effects. We further show that early branch-level responses condition these alignment dynamics, such that parent-child stance alignment is amplified or attenuated depending on whether a branch is initiated in agreement or disagreement with the discussion's root message. These influences are largely additive for civility-related dimensions (attacking vs respectful, disagree vs agree), whereas for emotional versus factual framing there is a significant interaction: alignment with the parent's emotionality is amplified when older siblings are similarly aligned.
在线对话的几何结构与冲突性话语的因果前因 / The geometry of online conversations and the causal antecedents of conflictual discourse
这项研究通过分析在线气候讨论,揭示了对话结构(如回复延迟、分支形态)如何影响回复的冲突性(如立场、语气和情绪化程度),并发现回复内容会强烈趋同于其父帖及同级回复的平均倾向。
源自 arXiv: 2602.15600