Thursday, November 2, 2023
This AI Research from Google Reveals How Encoding Graph Data Elevates Language Model Performance on Complex Tasks
This AI Research from Google Reveals How Encoding Graph Data Elevates Language Model Performance on Complex Tasks AI News, AI, AI tools, Aneesh Tickoo, Innovation, itinai.com, LLM, MarkTechPost, t.me/itinai ๐ Enhancing Language Models with Graph Data ๐ Large language models (LLMs) have made remarkable strides in AI, but there's still room for improvement. Traditional LLMs often struggle with unstructured text, leading to overlooked logical inferences and imagined false conclusions. Moreover, they face challenges in integrating new knowledge about our ever-evolving world. To overcome these limitations, researchers at Google have explored the use of graph-structured data. By incorporating graphs into LLMs, they have developed a new benchmark called GraphQA, which evaluates language model performance in reasoning over graph data. Graph-structured data offers a promising solution. It enables LLMs to better understand complex relationships and make more accurate predictions. This research dives deep into graph-structure prompting approaches and best practices for encoding graphs as text, resulting in improved LLM reasoning performance. If you want to leverage AI to stay ahead of the competition and achieve measurable business outcomes, consider encoding graph data to elevate your language model's performance on complex tasks. By automating customer interactions, selecting tailored AI solutions, and implementing AI gradually, you can redefine the way your company works. To learn more about AI solutions and explore how graph data can enhance your language models, reach out to us at hello@itinai.com or visit our website itinai.com. ๐ Useful Links: ๐น Join our AI Lab in Telegram @aiscrumbot for a free consultation. ๐น Check out this research article on how encoding graph data improves language model performance: MarkTechPost. ๐น Stay connected on Twitter: @itinaicom
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t.me/itinai
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