Akash A DesaiAdvanced RAG: Extracting Complex PDFs containing tables & Text Using LlamaParseIn this blog, we’ll compare LangChain and LlamaIndex for better extraction of PDF data, especially those containing tables and text. Here’s…May 25May 25
Akash A DesaiBeyond Boundaries: Summarizing Entire Books into Enlightening Insightsdifferent methods for summarising the entire bookApr 8Apr 8
Akash A DesaiElevate Your Results: Enhancing LLM Capabilities with Instructor and LanceDBusing advanced rag methods such as hybrid search with rerankerMar 31Mar 31
Akash A DesaiImproving RAG with Query expansion & reranking modelsExploring Rerankers such as Cross Encoders, Colbert v2 & FlashRankMar 5Mar 5
Akash A DesaiinLanceDBBetter RAG with LOTR-Lord of RetrieverImplementing LOTR merger retriever & solving the ‘Lost in the Middle’ Challenge in RAG SystemsDec 21, 20231Dec 21, 20231
Akash A DesaiinLanceDBHybrid Search: Combining BM25 and Semantic Search for Better Results with LanHave you ever wondered how search engines find exactly what you’re looking for? Most often a combination of keyword matching and semantic…Dec 9, 20232Dec 9, 20232
Akash A DesaiinLanceDBAdvanced RAG: Precise Zero-Shot Dense Retrieval with HyDEIn the world of search engines, the quest to find the most relevant information is a constant challenge. Researchers are always on the…Nov 28, 2023Nov 28, 2023
Akash A DesaiinLanceDBBetter RAG with Active Retrieval Augmented Generation FLAREWelcome to our deep dive into Forward-Looking Active Retrieval Augmented Generation (FLARE), an innovative approach enhancing the accuracy…Nov 18, 2023Nov 18, 2023
Akash A DesaiinLanceDBOptimizing LLMs: A Step-by-Step Guide to Fine-Tuning with PEFT and QLoRAA Practical Guide to Fine-Tuning LLM using QLoraSep 28, 20231Sep 28, 20231
