tl;dr: VerifAI: A Verifiable Open-Source Search Engine for Biomedical Question Answering. Unbiased Rectification for Sequential Recommender Systems Under Fake Orders. Self-Sovereign Agent. Automated Standardization of Legacy Biomedical Metadata Using an Ontology-Constrained Approach. GNN-as-Judge: Unleashing the Power of LLMs for Graph Learning with GNN Feedback.

> Here is the text rewritten using only the thousand most common English words, in the style of xkcd's Up Goer Five:
> 
> VerifAI: A box that lets you look up things about your body and health, and you can see how it works.
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> Making things better when people say wrong things to get you to buy things.
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> A thing that can do things for itself.
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> Making old things about your body and health into better words using a thing that knows a lot.
> 
> A thing that looks at how things are connected, and a big thinking box that helps it learn.