PPDL adds factor-based probabilistic inference to a prompt programming language, turning multi-step LLM flows into distributions over execution traces with pluggable inference engines.
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PPDL: LLM-Based Flows as Probabilistic Programs
PPDL adds factor-based probabilistic inference to a prompt programming language, turning multi-step LLM flows into distributions over execution traces with pluggable inference engines.