Conclusion Single-turn evaluations are easy but fall short of capturing what really matters in conversational AI: context, coherence, memory and long-term goal pursuit.

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Salesforce research finds single-turn tasks see only 58% success, while multi-turn effectiveness drops to 35% Reasoning models like gemini-2.5-pro tend to outperform lighter models ...