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Patrick Lewis on Retrieval Augmented Generation
Beyond super excited to publish our newest Weaviate Podcast with Patrick Lewis!
Patrick's works on Retrieval-Augmented Generation (RAG) and NLP over corpora of documents have profoundly changed the field!
In the podcast we discuss many nuances and future directions of RAG, such as:
• The origin story of the original paper
• The Atlas experiments
• Fusion In-Decoder transformers
• End-to-end RAG
• Query Routers
• ConcurrentQA, Public and Private multi-hop QA
• Multi-Index Retrieval
• Designing new APIs tailored for LLMs
• Self-Instruct Knowledge Distillation
• Task-Aware Retrieval with Instructions
• Editing Text, EditEval and PEER
• What future directions excite you the most? (Similar to Generative Feedback Loops and MemGPT )
I am beyond grateful to Patrick for joining the podcast, I learned so much from this conversation and I hope you do as well!
https://www.youtube.com/watch?v=bHrYZQOEV_Q