Across 252,000 paired trials on six LLMs, topical relevance and list position emerged as the strongest drivers of first citation in competitive RAG, with price information and recency providing consistent secondary gains.
Metzger and Andrew J
2 Pith papers cite this work. Polarity classification is still indexing.
2
Pith papers citing it
years
2026 2verdicts
UNVERDICTED 2representative citing papers
LM agents' changeable modules prevent persistent identity and sanction sensitivity, making reputation mechanisms structurally inapplicable and requiring protocol-based behavioral harnesses instead.
citing papers explorer
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What Gets Cited: Competitive GEO in AI Answer Engines
Across 252,000 paired trials on six LLMs, topical relevance and list position emerged as the strongest drivers of first citation in competitive RAG, with price information and recency providing consistent secondary gains.
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Dissociative Identity: Language Model Agents Lack Grounding for Reputation Mechanisms
LM agents' changeable modules prevent persistent identity and sanction sensitivity, making reputation mechanisms structurally inapplicable and requiring protocol-based behavioral harnesses instead.