CodeGraph: Enhancing Graph Reasoning of LLMs with Code — mentioned by underlines

Fri, 09 May 2025 12:07:59 GMT

I wonder why most agentic patterns don't use multiple different retrieval strategies simultaneously and why most of them don't use CodeGraph 1 during discovery phase. Embeddings aren't enough, Agent induced function/class name search isn't enough. [1] CodeGraph https://arxiv.org/abs/2408.13863

Paper and discussion history. A mention is not an endorsement.

CodeGraph: Enhancing Graph Reasoning of LLMs with Code — mentioned by underlines

Tue, 14 Jan 2025 06:40:16 GMT

For 2 years I built RAG apps for clients. They are not Code-Assistants but everytime I see code assistants solely relying on embeddings to find the right pieces as context, it feels wrong to me: Code is very well structured. Based on a starting point (current cursor, current file, or results of an embedding search result) you would probably fair better to traverse the code tree up and down building a tree or using Abstract Syntax Trees (ASTs) as described in this blog post [4]. It's like a tree search in order to get relevant code pieces for a certain task, and it imitates what human coders…

Paper and discussion history. A mention is not an endorsement.

CodeGraph: Enhancing Graph Reasoning of LLMs with Code · HackerPapers discussions

CodeGraph: Enhancing Graph Reasoning of LLMs with Code — mentioned by underlines

CodeGraph: Enhancing Graph Reasoning of LLMs with Code — mentioned by underlines