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LightPROF: A Lightweight Reasoning Framework for Large Language Model on Knowledge Graph
Next, through a Transformer-based Knowledge Adapter, it finely extracts and integrates factual and structural information from the KG, then maps this information to the LLM's token embedding space, creating an LLM-friendly prompt to be used by the LLM for the final reasoning.
ED-Filter: Dynamic Feature Filtering for Eating Disorder Classification
The method demonstrates significant improvements in classification accuracy and proves its value in eating disorder detection on social media platforms.
Marking the Pace: A Blockchain-Enhanced Privacy-Traceable Strategy for Federated Recommender Systems
We design a blockchain-based traceability mechanism, ensuring data privacy during data sharing and model updates.
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