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  1. TOOL · CL_175638 ·

    Constrained decoding ensures valid JSON output from LLMs

    A new method for generating valid JSON from language models involves constraining the decoding process rather than relying on post-generation validation. This technique modifies the model's output probabilities by setti…

  2. RESEARCH · CL_99579 ·

    New QMFOL framework generates controllable logic reasoning benchmarks for LLMs

    Researchers have introduced QMFOL, a novel framework designed to generate quantifiable and controllable monadic first-order logic reasoning tasks. This system addresses limitations in existing benchmarks by allowing pre…