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Unified solution for SemEval-2026 Task 13: GenAI Code Detection & Attribution. A modular framework covering Subtasks A (Detection), B (Authorship), and C (Mixed-Source Analysis), designed to distinguish and analyze LLM-generated vs. Human code with a centralized pipeline.
Dual parser neurosymbolic system for syllogistic validity classification. Uses fine tuned T5-small with self consistency decoding to parse natural language into logical form, an 8-region Venn SAT solver for symbolic entailment checking, and a counterfactually trained DistilRoBERTa fallback