<ul><li>LightPROF is a lightweight AI framework that enables small-scale language models to perform complex reasoning over knowledge graphs (KGs) using structured prompts.</li><li>Current approaches to large language model (LLM) reasoning on KGs face challenges in representing KG content and requiring multiple LLM calls and substantial reasoning power.</li><li>LightPROF introduces the RetrieveEmbed-Reason framework, which consists of retrieval, embedding, and reasoning modules to perform stable retrieval and efficient reasoning on KGs.</li><li>LightPROF outperforms state-of-the-art models in KG question answering tasks, achieving high accuracy while reducing processing time and input token usage.</li></ul>

LightPROF: A Lightweight AI Framework that Enables Small-Scale Language Models to Perform Complex Reasoning Over Knowledge Graphs (KGs) Using Structured Prompts

LightPROF: A Lightweight AI Framework that Enables Small-Scale Language Models to Perform Complex Reasoning Over Knowledge Graphs (KGs) Using Structured Prompts

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