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Computer Science > Software Engineering

Title: A State-of-the-practice Release-readiness Checklist for Generative AI-based Software Products

Abstract: This paper investigates the complexities of integrating Large Language Models (LLMs) into software products, with a focus on the challenges encountered for determining their readiness for release. Our systematic review of grey literature identifies common challenges in deploying LLMs, ranging from pre-training and fine-tuning to user experience considerations. The study introduces a comprehensive checklist designed to guide practitioners in evaluating key release readiness aspects such as performance, monitoring, and deployment strategies, aiming to enhance the reliability and effectiveness of LLM-based applications in real-world settings.
Subjects: Software Engineering (cs.SE); Artificial Intelligence (cs.AI)
Cite as: arXiv:2403.18958 [cs.SE]
  (or arXiv:2403.18958v1 [cs.SE] for this version)

Submission history

From: Harshkumar Patel [view email]
[v1] Wed, 27 Mar 2024 19:02:56 GMT (1216kb,D)

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