zzz47zzz/awesome-lifelong-learning-methods-for-llm
[ACM Computing Surveys 2025] This repository collects awesome survey, resource, and paper for Lifelong Learning with Large Language Models. (Updated Regularly)
This project compiles a comprehensive collection of research papers, surveys, and resources focused on enabling Large Language Models (LLMs) to continuously learn and adapt over time without forgetting previous knowledge. It provides a structured overview of various lifelong learning scenarios and techniques. This resource is for AI researchers, machine learning engineers, and data scientists working on advanced LLM development who need to stay updated on the latest advancements in making LLMs capable of ongoing learning.
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Use this if you are researching or developing LLMs that need to acquire new information and skills continuously throughout their operational life, adapting to new data or tasks without suffering from 'catastrophic forgetting'.
Not ideal if you are looking for ready-to-use, deployable software for immediate application, as this is primarily a research and literature compilation.
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May 30, 2025
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