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cs.SE 1

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2025 1

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LLM-Driven Cost-Effective Requirements Change Impact Analysis

cs.SE · 2025-10-31 · unverdicted · novelty 4.0

ProReFiCIA uses LLMs with tailored prompts to identify impacted requirements, achieving 85.7% recall on unseen industrial data while requiring review of only 3% of requirements, rising to 95.7% recall with RAG at 3.6% review cost.

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  • LLM-Driven Cost-Effective Requirements Change Impact Analysis cs.SE · 2025-10-31 · unverdicted · none · ref 61

    ProReFiCIA uses LLMs with tailored prompts to identify impacted requirements, achieving 85.7% recall on unseen industrial data while requiring review of only 3% of requirements, rising to 95.7% recall with RAG at 3.6% review cost.