Test whether signaling effects vary with conversation depth
Determine whether organizational cues such as bold text, headings, and code blocks exert a larger influence on votes in single-turn than in multi-turn Compar:IA comparisons when answer content is held fixed, and establish whether differences in cue effects are mediated by voter attention.
References
The data raise this as a question for experiment; they do not establish the mechanism.
— What Wins a Vote? Formatting, Length, and Lexical Diversity in the French Compar:IA LLM Arena
(2610.01316 - Zilinskas et al., 1 Oct 2026) in Section 5.5, “Signalling as a Hypothesis Across Conversation Depth”