Semih Çağlar

Bilkent University

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Code Generation & Program Synthesis (1)Data Curation & Synthetic Data (1)Eval Frameworks & Benchmarks (1)

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Kıvanç Kuzey Dikici (1)Serdar Kara (1)Eray Tüzün (1)Sinem Sav (1)

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Apr 1, 2026

Bilkent UniversityApr 1, 2026

SERSEM: Selective Entropy-Weighted Scoring for Membership Inference in Code Language Models

Forget sequence-level probabilities – pinpointing human-centric coding anomalies is a far stronger signal for detecting verbatim memorization in code LLMs.

Kıvanç Kuzey Dikici, Serdar Kara, Semih Çağlar +2

Code Generation & Program Synthesis Data Curation & Synthetic Data Eval Frameworks & Benchmarks

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Semih Çağlar

Research focus

Frequent co-authors

Papers (1)