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- lightprof type Workflow assertion.
- lightprof label "LightPROF" assertion.
- lightprof comment "LightPROF is a Retrieve-Embed-Reason framework that uses a Knowledge Adapter to encode both textual and structural information from Knowledge Graphs into LLM-friendly soft prompts. These prompts are injected during the LLM's inference stage to enhance its reasoning capabilities on KGQA tasks, particularly for small-scale LLMs, without retraining the LLM itself. This approach directly improves LLM performance during inference through KG integration." assertion.
- lightprof subject KGEnhancedLLMInference assertion.
- lightprof hasTopCategory KGEnhancedLLM assertion.