AI Innovations and Insights 23: KAG, AlphaMath, and Offloading
Author(s): Florian June Originally published on Towards AI. This member-only story is on us. Upgrade to access all of Medium. This article is the 23rd in this compelling series. Today, we will explore three intriguing topics in AI, which are: KAG: Brilliant …
AI Innovations and Insights 16: ASSISTRAG
Author(s): Florian June Originally published on Towards AI. The Dual RAG Engine of Thinking and Memory This member-only story is on us. Upgrade to access all of Medium. This article is the 16th in this promising series. Today, we will explore the …
Unveiling LLM-Enhanced Search Technologies
Author(s): Florian June Originally published on Towards AI. Principles, Key Features and Insights This member-only story is on us. Upgrade to access all of Medium. In the internet age, the explosion of information has created a growing need for efficient content retrieval. …
Let AI Instantly Parse Heavy Documents: The Magic of MPLUG-DOCOWL2’s Efficient Compression
Author(s): Florian June Originally published on Towards AI. This member-only story is on us. Upgrade to access all of Medium. Today, let’s take a look at one of the latest developments in PDF Parsing and Document Intelligence. In our digital age, the …
Unlocking Key Technologies in Document Parsing
Author(s): Florian June Originally published on Towards AI. A Comprehensive Guide with Insights This member-only story is on us. Upgrade to access all of Medium. A large number of documents — including technical documentation, historical records, academic publications, and legal files — …
Key Insights and Best Practices on Instruction Tuning
Author(s): Florian June Originally published on Towards AI. This member-only story is on us. Upgrade to access all of Medium. Recently, I’ve been involved in projects related to instruction tuning for large language models(LLMs). I felt it was time to summarize some …
Teaching RAG to “Remember”: How MemoRAG Enhances Question-Answering Through Memory
Author(s): Florian June Originally published on Towards AI. Underlying Principles, Source Code, and Insights This member-only story is on us. Upgrade to access all of Medium. Existing RAG systems are limited in handling complex or ambiguous information needs that cannot be directly …
Demystifying PDF Parsing 05: Unifying Separate Tasks into a Small Model
Author(s): Florian June Originally published on Towards AI. Mechanics, Code, Insights on GOT, DLAFormer, and UNIT This member-only story is on us. Upgrade to access all of Medium. This article is the fifth in the series. The previous articles introduced several mainstream …
Revisiting Chunking in the RAG Pipeline
Author(s): Florian June Originally published on Towards AI. Unveiling the Cutting-Edge Advances in Chunking This member-only story is on us. Upgrade to access all of Medium. Chunking involves dividing a long text or document into smaller, logically coherent segments or “chunks.” Each …