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The trained Researcher usually stops well before the 20-round limit. At least 82.80% stop within five rounds on LoCoMo, LongMemEval and NarrativeQA; HotpotQA needs longer exploration. Budget exhaustion ranges from 0.00% to 4.70%. · CiteArk