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Devang Kulshreshtha

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#natural language process... Preprint Aug 2026

Relational Priors as Convergence Pressure in LLM-Based Multi-Agent Systems

It is argued that relational priors should not be a default add-on for LLM-MAS and their safer use is diagnostic and task-specific: compare against a no-prior baseline, monitor correctness-conditioned metrics when truth matters, and omit the relational layer when validation does not justify it.

Ming Shen, Chao Shang, Sadat Shahriar et al. · 0 citations

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