LLM navigation on mention graphs yields a conditional F1 gain of 2.47-4.37 points over heuristics when evidence is scattered across 6-10 chunks, with smaller gains for concentrated evidence.
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RLM-on-KG: Heuristics First, LLMs When Needed: Adaptive Retrieval Control over Mention Graphs for Scattered Evidence
LLM navigation on mention graphs yields a conditional F1 gain of 2.47-4.37 points over heuristics when evidence is scattered across 6-10 chunks, with smaller gains for concentrated evidence.