Learning Layer Paper Reading Club - Week 29 - HippoRAG: Neurobiologically Inspired Long-Term Memory for Large Language Models

This week's paper:
HippoRAG: Neurobiologically Inspired Long-Term Memory for Large Language Models
Link:
https://arxiv.org/pdf/2405.14831
Abstract:
Most RAG systems retrieve passages independently. That works well until answering a question requires connecting information scattered across multiple documents.
HippoRAG asks a different question: what if LLM memory worked a little more like human memory?
Inspired by how the hippocampus helps us recall related information, HippoRAG combines LLMs, knowledge graphs, and Personalized PageRank to connect concepts and retrieve relevant information…

Hosted by Devinder Sodhi (LLL) & 3 others