LLM Readings
My running list of papers and resources for going past LLM 101. I add to it whenever I find something good.
I use this page to track papers and other content that I believe is valuable for LLM usage outside of simple getting started content. This page will be updated on interval as I come across more things.
Agents
- MRKL agents: https://arxiv.org/pdf/2205.00445.pdf
- ReAct agents: https://arxiv.org/pdf/2210.03629.pdf
Self-correction
- Recursive Criticism and Iteration: https://arxiv.org/pdf/2303.17491.pdf
- Reflexion: https://arxiv.org/pdf/2303.11366.pdf
- Reasoning via planning: https://arxiv.org/pdf/2305.14992.pdf
Prompt Engineering
- Prompt engineering tips: github.com/brexhq/prompt-engineering
Knowledge + LLMs
I’m expecting way more research to pop up in this area over the next little bit, so I think it deserves its own section.
- Using KG for memory: https://arxiv.org/pdf/2307.02738v1.pdf
- Particularly excited for this one, as there still is very little research that combines knowledge graphs and LLMs.
Misc
- Unsolved LLM problems: https://huyenchip.com/2023/08/16/llm-research-open-challenges.html