Rabia Iftikhar

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Code Generation & Program Synthesis (1)Eval Frameworks & Benchmarks (1)Reasoning & Chain-of-Thought (1)

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Apr 1, 2026

Rabia IftikharApr 1, 2026

Reliability of Large Language Models for Design Synthesis: An Empirical Study of Variance, Prompt Sensitivity, and Method Scaffolding

LLMs struggle to reliably synthesize software designs even with advanced prompting techniques, revealing a significant gap between syntactic correctness and meaningful design generation.

Rabia Iftikhar

Code Generation & Program Synthesis Eval Frameworks & Benchmarks Reasoning & Chain-of-Thought

Rabia Iftikhar

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Rabia Iftikhar

Research focus

Papers (1)