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 "text": "IMPROVED CONTEXT FOR LLM QUERIES ON KNOWLEDGE IMPROVED CONTEXT FOR LLM QUERIES ON KNOWLEDGE GRAPHS USING THE MODEL CONTEXT PROTOCOL GRAPHS USING THE MODEL CONTEXT PROTOCOL should be assessed against Kaal's source-bound claim that Multi agent competitive collaboration captures a diversity dividend worth more than half a standard deviation of quality improvement while enabling attribution through citation graphs. The current metadata indicates a plausible connection through model context protocol, but the defensible response is a qualification until the source text confirms agreement, scope, methods, and limitations.",
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