From 56cc6960c0600409f352b5423f167a3d02bd00b2 Mon Sep 17 00:00:00 2001 From: Garvit Mohata Date: Mon, 4 Nov 2024 18:20:01 -0600 Subject: [PATCH] feat(project): add llm for enterprise project --- ...LM-Agent-for-optimizing-search-in-Enterprises | 16 ++++++++++++++++ 1 file changed, 16 insertions(+) create mode 100644 _posts/2024-04-300LLM-Agent-for-optimizing-search-in-Enterprises diff --git a/_posts/2024-04-300LLM-Agent-for-optimizing-search-in-Enterprises b/_posts/2024-04-300LLM-Agent-for-optimizing-search-in-Enterprises new file mode 100644 index 00000000000..07d4c5457b2 --- /dev/null +++ b/_posts/2024-04-300LLM-Agent-for-optimizing-search-in-Enterprises @@ -0,0 +1,16 @@ +--- +title: LLM Agent for optimizing Enterprise Search +guide: + name: + link: + institute: UT Austin +startdate: 2023-11-01 +enddate: 2024-04-30 +project_link: https://github.com/mohatagarvit/llm-vector-indexing +categories: [LLM, SQL, Research, RAG] +tags: [Text-to-SQL, LLM, LangChain] +--- +- Designed and developed a chatbot that answers queries over data with diverse modalities (image, text, table, PDF, URL). +- Used vector indexing and converted unstructured table-like data to structured form for better database retrieval and search +- Experimented with different prompting strategies including Chain-of-Thoughts, Tree-of-Thoughts, Graph-of-Thoughts. +- POC for Enterprise LLMs. Investigated use of LLMs to improve query optimizer efficiency using query rewriting rules