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Author

Eugene Syriani

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A Benchmark Framework for Screening Automation in Systematic Reviews

Systematic reviews (SR) are essential for evidence-based research, but their screening phase is highly time-consuming and labor-intensive. Large language models (LLMs) offer a promising opportunity to reduce this workload by assisting with article relevance classification. However, existing evaluation approaches often...

G.Aravind Kumar, Luciano Marchezan, G. Genois et al. · 0 citations
#machine learning Preprint Sep 2026

Type-IV Code Clone Detection via Layer-Wise Non-Contrastive Representation Learning

LWVIC4Code is proposed, a non-contrastive representation learning approach specifically designed for Type-IV clone detection that achieves competitive or superior performance without negative samples, benefits from layer-wise supervision, and generalizes effectively from Python to other languages, particularly Java and...

Luciano Marchezan, Kévin Delcourt, Eugene Syriani et al. · 0 citations

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