Exploring Fact Memorization And Style Imitation In Llms Using Qlora: An Experimental Study And Quality Assessment Methods
Vyborov Eugene, Osypenko Oleksiy, Sotnyk Serge. Arxiv 2024
[Paper]
There are various methods for adapting LLMs to different domains. The most common methods are prompting, finetuning, and RAG. In this work, we explore the possibility of adapting a model using one of the PEFT methods - QLoRA. The experiment aims to simulate human responses based on their interviews. The simulation quality is assessed by comparing the quality of the style and the quality of the generated facts.
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