Tools to Query Your Docs with LLMs | New Augmented Research Paradigm?
In this video, we'll look at the "query your docs" landscape using LLMs. We'll take a look at some of the current tools that exist which allow you to interact with documents, papers and docs in a chat based or query based interface. Then, we'll look at how this paradigm of semantically querying papers and knowledge could mean for potentially augmenting academic research workflows by having models that can interpret semantic information (respecting the current limitations with LLMs of course).
📚Chapters
00:00 - Introduction to Ask Your Docs and AI in Document Querying
00:19 - Importance of Q…
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Chapters (30)
Introduction to Ask Your Docs and AI in Document Querying
0:19
Importance of Querying PDFs, Papers, and Books
0:33
Semantic Querying and Retrieval Augmented Generation (RAG)
0:47
How Large Language Models Augment Specific Knowledge
0:59
Searching Information within Documents
1:12
Changing the Paradigm of Traditional Research
1:38
From Reading Papers to Formulating Hypotheses
1:48
Systematizing the Investigation of Semantic Information
2:02
Advancements in Querying Technologies
2:16
Introduction to Current Querying Tools: AI PDF
2:31
Demo: Using AI PDF with OpenAI's CHPT
2:45
Summarizing the "Attention Is All You Need" Paper
3:19
Another Querying Option: Chat PDF
3:50
Demo: Using Chat PDF for Document Querying
4:56
Security Concerns with Cloud-based Querying
5:04
Open Source Solutions: Private GPT
5:37
The Shift in Information Processing Workflow
5:55
Advantages of AI Augmented Research
6:37
Importance of Querying Files Locally
6:54
Introduction to Private GPT
7:12
Advances in Large Language Models in Open Source
7:28
Introduction to Llama 2 by Meta
8:02
Performance Comparison between LlamaChat and ChatGPT
8:07
Running Llama2 on Local Machines
9:01
Quality Variation in Open Source Models
9:12
Private GPT's Features and Latency Issues
9:24
Specific Use Cases for Open Source Options
9:53
Ability to Retrieve Sources from Papers
16:16
Introduction to Llama Index
17:00
Key Featur
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