AINeutralarXiv – CS AI · 18h ago6/10
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MASS: Deep Research for Social Sciences with Memory-Augmented Social Simulation
Researchers introduce MASS (Memory-Augmented Social Simulation), a framework that enhances LLM-based research agents by integrating realistic social simulations rather than relying solely on literature retrieval. The system combines dynamic goal-path planning, multi-disciplinary behavior datasets, and an Ebbinghaus-inspired forgetting mechanism to improve research creativity and empirical grounding, achieving 6.81% quality improvement and 17.19% insight gains over baseline LLMs.