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Sponsored Artificial Intelligence: A Modern Approach, Global Edition Artificial Intelligence: A Modern Approach, Global Edition

Author

G. Narayana

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Open access Jul 2026

Hybrid intelligence effort for software effort estimation in LLM assisted development

This paper introduces the notion of Hybrid Intelligence Effort (HIE), conceptualizing effort as the combined burden of model-performed reasoning and human oversight activities, and compares the explanatory power of traditional estimation metrics against interaction- and oversight-based Hybrid Intelligence dimensions.

Feisal Alaswad, E. Poovammal, Kadiyala Ramana et al. · 1 citation · ⚡1

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