---
title: "Discussion on \"Beyond Correlation: Giving LLMs a Symbolic Crutch with Graph-Based Logic\" | Hashnode"
description: "Discussion on \"Beyond Correlation: Giving LLMs a Symbolic Crutch with Graph-Based Logic\". A Method to Improve Symbolic Features in LLMs"
url: "https://hashnode.com/posts/beyond-correlation-giving-llms-a-symbolic-crutch-with-graph-based-logic/672f7a47ec1bd14b6c1a2f1a"
---

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# [Beyond Correlation: Giving LLMs a Symbolic Crutch with Graph-Based Logic](https://ai-cosmos.hashnode.dev/beyond-correlation-giving-llms-a-symbolic-crutch-with-graph-based-logic?utm_source=hashnode&utm_medium=feed)

A Method to Improve Symbolic Features in LLMs

Nov 9, 2024 · 7 min read · ai-cosmos.hashnode.dev  
Updated Nov 26, 2024  
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-   [#symbolic-reasoning](https://hashnode.com/tag/symbolic-reasoning)
-   [#ai-knowledge-graphs](https://hashnode.com/tag/ai-knowledge-graphs)
-   [#ai](https://hashnode.com/tag/ai)
-   [#llm](https://hashnode.com/tag/llm)
-   [#transformers](https://hashnode.com/tag/transformers)
-   [#ai-literacy](https://hashnode.com/tag/ai-literacy)
-   [#graphs](https://hashnode.com/tag/graphs)

## Written by

[Gerard Sans](https://hashnode.com/@gerardsans)

@gerardsans · London, UK

  
[View profile](https://hashnode.com/@gerardsans)

AI/ML Google Developer Expert, AI/ML Cloud Champion, Angular GDE

I help developers succeed in Artificial Intelligence and Web3; Former AWS Amplify Developer Advocate. I am very excited about the future of the Web and JavaScript. Always happy Computer Science Engineer and humble Google Developer Expert. I love sharing my knowledge by speaking, training and writing about cool technologies. I love running communities and meetups such as Web3 London, GraphQL London, GraphQL San Francisco, mentoring students and giving back to the community.

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