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The Deep Ensemble of LLMs approach uses Neuro-Symbolic AI (NeSy-AI) to fine-tune ensemble LLMs (e-LLMs) using an evaluator that utilizes constraints and graph-based knowledge representations to guide generation and enhance reliability.

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