Automating Research Tasks with AI | LLM-Augmented Research Workflows
Sup folks! In this video I share a presentation I did recently at the Open Data Science Conference in London regarding some interesting ways you automate research tasks (like academic and non-academic research) with Large Language Models using GPT-4o and GPT-4o-mini models from OpenAI as well as structured outputs with Pydantic to build what I call semantic data structures that I think in the future could represent interesting 'cognitive primitives' that would permeate an interface for effective human-LLM interfaces for knowledge work! I hope you like it! Cheers :)
📚 Chapters:
0:00 - Introduction to the presentation and the channel
0:39 - Discussing LLM tangibles and UI patterns
1:11 - Overview of using large language models in research
1:22 - Origin of the concept of augmentation
2:14 - Introduction to LLM tangibles
2:48 - Demonstration of Elicit, a research assistant tool
4:52 - Presentation about the UI pattern in Elicit
5:04 - Discussing new interesting UI patterns with LLMs
5:24 - Presentation by Amelia Wattenberger on semantic zooming
6:45 - Demonstration of Luminate for idea exploration
9:20 - Exploration of dimensions and tone in stories using Luminate
12:00 - Discussion on Atomic usage of AI with granular functionalities
12:32 - Overview of machine-assisted mixed methods in research
13:39 - Application of AI in various research stages
14:29 - Detailed Level 0: Prompts for enhancing research
17:02 - System messages as utility functions
17:22 - Examples of constructing an argument using system messages
19:35 - Evaluation of evidence and hypothesis generation
25:02 - Real-world example of keyword and literature review tasks
27:05 - Exploring how attention mechanisms work
32:31 - Detailed analysis of LLM Primitives
34:31 - Inspecting evidence for hypothesis
39:42 - Using agents for iterative research reports
41:17 - GPT Researcher demonstration
45:41 - Using LLMs directly in the terminal with Simon Willison's tools
48:11 - Conclusion and thoughts on effective AI collaboration
🔗 Links:
Subscribe!: / @automatalearninglab
Check out my article on this topic: / automating-research-workflows-with-llms
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Source code: https://github.com/EnkrateiaLucca/osd...
Elicit tool: https://elicit.com/
Luminate tool: https://luminate-research.netlify.app/
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