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code-stylometry

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tipaek / NestedBigramsResearch

Code for "Detection of LLM-Generated Java Code Using Discretized Nested Bigrams" (arXiv:2502.15740). Achieves state-of-the-art performance in distinguishing human vs. LLM-written Java.

nlp machine-learning natural-language-processing bigrams feature-engineering discretization authorship-attribution binary-classification abstract-syntax-tree source-code-analysis nested-bigrams llm-generated-code code-stylometry

Updated May 15, 2025
Java

sarowarzahan414 / supplyshield

Star

Explainable multi-modal ML for detecting malicious PyPI packages. Three-modality detection (metadata + AST static analysis + code stylometry), SHAP-driven Ladisa taxonomy mapping (7 attack vectors), real-time CLI scanner, and live PyPI monitoring. F1=0.9993 on 18.5K packages.

machine-learning static-analysis pypi-package open-source-security supply-chain-security code-stylometry pip-security

Updated May 14, 2026
Python

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