AINeutralarXiv – CS AI · 8h ago6/10
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From Competition to Collaboration: Designing Sustainable Mechanisms Between LLMs and Online Forums
Researchers propose a framework for sustainable collaboration between Large Language Models and online Q&A forums, addressing how GenAI systems can incentivize knowledge contributions while depending on forum data for training. Using Stack Exchange data and simulations, the study demonstrates that despite inherent incentive misalignment between AI providers and human communities, collaborative mechanisms can achieve meaningful utility for both parties.