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ProofSec: Benchmarking Epistemic Robustness and Evidence-Grounded Vulnerability Reasoning in Frontier LLM

This is a submission for the Kaggle Benchmarking Challenge What happens when an LLM recognizes every lexical and semantic signature associated with a vulnerability - IDOR, BOLA, authorization bypass, predictable identifiers - but the available evidence does not actually establish that the vulnerabi…

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  1. 2026-09-29 11:03 · DEV Community — Machine Learning
    ProofSec: Benchmarking Epistemic Robustness and Evidence-Grounded Vulnerability Reasoning in Frontier LLM

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