Harnessing the Power of Knowledge Graphs: Enriching an LLM with Structured Data

In recent years, <a href="https://snorkel.ai/large-language-models-llms/" rel="noopener ugc nofollow" target="_blank">large language models</a> (LLMs), have become ubiquitous. Perhaps the most famous LLM is ChatGPT, which was released by OpenAI in November 2022. ChatGPT is able to <a href="https://www.linkedin.com/pulse/generate-100-content-ideas-chat-gpt-mfon-akpan/" rel="noopener ugc nofollow" target="_blank">generate ideas</a>, <a href="https://bootcamp.uxdesign.cc/how-to-use-chatgpt-for-personalized-recommendations-840e01dcad89" rel="noopener" target="_blank">give personalized recommendations</a>, <a href="https://medium.com/101-innovation-hacks/using-chatgpt-to-explain-complex-concepts-2ea6aba97cf3" rel="noopener">understand complicated topics</a>, <a href="https://chatgptwriter.ai/" rel="noopener ugc nofollow" target="_blank">act as a writing assistant</a>, or <a href="https://medium.com/design-bootcamp/using-chatgpt-to-predict-the-oscars-c6d8cdb6b3a0" rel="noopener">help you build a model to predict the Academy Awards. </a>Meta has announced their own LLM called <a href="https://ai.meta.com/blog/large-language-model-llama-meta-ai/" rel="noopener ugc nofollow" target="_blank">LLaMA</a>, Google has <a href="https://blog.google/technology/ai/lamda/" rel="noopener ugc nofollow" target="_blank">LaMDA</a>, and there is even an open-source alternative, <a href="https://huggingface.co/bigscience/bloom" rel="noopener ugc nofollow" target="_blank">BLOOM.</a> LLMs have excelled in natural language processing (NLP) tasks like the ones listed above because LLMs have historically focused on <a href="https://en.wikipedia.org/wiki/Unstructured_data" rel="noopener ugc nofollow" target="_blank">unstructured data</a> — data that does not have a pre-defined structure, and is usually text-heavy. I asked ChatGPT, “why have LLMs historically focused on unstructured data?” The reply was: <a href="https://medium.com/towards-data-science/harnessing-the-power-of-knowledge-graphs-enriching-an-llm-with-structured-data-997fabc62386">Read More</a>