Automating Research Synthesis with Domain-Specific Large Language Model Fine-Tuning

arXiv:2404.08680v1 Announce Type: new
Abstract: This research pioneers the use of fine-tuned Large Language Models (LLMs) to automate Systematic Literature Reviews (SLRs), presenting a significant and novel contribution in integrating AI to enhance academic research methodologies. Our study employed the latest fine-tuning methodologies together with open-sourced LLMs, and demonstrated a practical and efficient approach to automating the final execution stages of an SLR process that involves knowledge synthesis. The results maintained high fidelity in factual accuracy in LLM responses, and …

abstract academic academic research arxiv automate cs.cl cs.dl cs.ir domain fine-tuning language language model language models large language large language model large language models literature llms model fine-tuning novel practical presenting research reviews study synthesis together type