MSc Dissertation — Open vs Closed LLMs vs Linters
Empirical Research · Distinction
SHIPPEDResearch
Comprehensive empirical analysis of 12 LLMs and 3 static analysis tools across 1,144 verified bugs using a four-dimensional evaluation framework (accuracy, speed, cost, semantic understanding). 4,320 primary evaluations with full statistical validation.
№ 0112 LLMs benchmarked
№ 021,144 verified bugs
№ 034,320 evaluations
№ 04ANOVA · Welch's t-test · Cohen's d
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Dissertation cover page · "Open vs Closed LLMs vs Linters"
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Final result — 92.5% finding visualization
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IRJET Paper #1 · "BERT at the Barricades" cover
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