ReqBrain, a LoRA-fine-tuned Zephyr-7b-beta model, produces software requirements that human evaluators could not reliably tell apart from human-authored ones, with automatic metrics favoring it over untuned ChatGPT-4o.
Detecting Requirements Smells With Deep Learning: Experiences, Challenges and Future Work,
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ReqBrain: Task-Specific Instruction Tuning of LLMs for AI-Assisted Requirements Generation
ReqBrain, a LoRA-fine-tuned Zephyr-7b-beta model, produces software requirements that human evaluators could not reliably tell apart from human-authored ones, with automatic metrics favoring it over untuned ChatGPT-4o.