Trae1ounG/Awesome-Parametric-Knowledge-in-LLMs

Must-read papers and blogs about parametric knowledge mechanism in LLMs.

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This resource provides a curated collection of research papers and articles focused on 'parametric knowledge' within large language models (LLMs). It organizes a wealth of information, from fundamental analyses to advanced techniques for detecting and applying this intrinsic knowledge. Researchers and practitioners in the field of artificial intelligence and natural language processing will find this valuable for understanding how LLMs store and retrieve factual information.

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Use this if you are an AI researcher or NLP engineer looking for a comprehensive, organized list of academic papers to deepen your understanding of how large language models internally represent and utilize knowledge.

Not ideal if you are looking for ready-to-use LLM applications, coding tutorials, or a non-technical introduction to what large language models are.

AI Research Natural Language Processing Large Language Models Knowledge Representation Machine Learning
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May 09, 2025

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