|LLM|TRANSFORMER|FOUNDATION MODEL|GRAPH|NETWORK|
Disconnected from the other modalities graphs anticipate his or her AI revolution: is it coming?
“If the inspiration is steady, all of the items else will adjust to.” – Unknown
“The loftier the setting up, the deeper ought to the inspiration be laid.” – Thomas à Kempis
Foundation fashions have modified artificial intelligence in current instances. A foundation model is a model educated with monumental portions of knowledge (usually by unsupervised learning) that could be tailor-made to completely totally different duties. Fashions equal to BERT or GPT brought on a revolution by which one model could then be tailor-made for all duties in an internet site, simplifying AI entry and decreasing the need for data for a single course of. We now have foundation fashions for textual content material and totally different modalities, nonetheless for modalities equal to graphs and tabular data, we don’t. On this paper we speak about why we shouldn’t have a foundation model for graphs and the best way we might get one, notably, we’re going to reply these questions:
- Why can we want a foundation model for graphs? Why will we not have one?
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