[P] Benchmark: Using XGBoost vs. DistilBERT for detecting "Month 2 Tanking" in cold email infrastructure?

Reddit - Machine Learning 1 min read

About this article

I have been experimenting with Heuristic-based Deliverability Intelligence to solve the "Month 2 Tanking" problem. The Data Science Challenge: Most tools use simple regex for "Spam words." My hypothesis is that Uniqueness Variance and Header Alignment (specifically the vector difference between "From" and "Return-Path") are much stronger predictors of shadow-banning. The Current Stack: Model: Currently using XGBoost with 14 custom features (Metadata + Content). Dataset: Labeled set of 5k emai...

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Originally published on March 21, 2026. Curated by AI News.

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