<ul><li>Large language models like GPT-4 struggled with understanding graphs, impacting their reasoning abilities.</li><li>A recent breakthrough in AI research by Google's 2024 paper introduced novel graph-to-text methods.</li><li>These methods aim to help LLMs better understand and reason with graphs, enhancing performance on structured data tasks by up to 60%.</li><li>This advancement could significantly impact how AI processes and interprets information from graph-based data.</li></ul>

Encoding Graphs for Large Language Models

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