Beyond QA Pairs: Assessing Parameter-Efficient Fine-Tuning for Fact Embedding in LLMs. - Shivam Ratnakar; Abhiroop Talasila; Raghav Chamadiya; Nikhil Agarwal; Vinayak K. Doifode (CoRR, 2025)