Author

Yuri Burda

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Preprint Aug 2026

The Dialect Tax: Dialectal Biases Persist throughout the Language Modeling Pipeline

The study traces this dialect tax across the natural language processing pipeline, suggesting that the dialect tax is encoded and accumulated not by any one step in isolation, but at every step of the language modeling process.

Elle Michelle Yang, Mark Chen, Jerry Tworek et al. · 0 citations

Jailbreaking Jailbreaks: A Proactive Defense for LLMs

P RO A CT represents an orthogonal defense strategy that serves as an additional guardrail to enhance LLM safety against the most effective attacks.

Wei-Liang Zhao, Daniel Ben-Levi, Jinjun Peng et al. · 1 citation

Preprint Jul 2026

Code Monitor Red Teaming for Public-Test-Passing Code

This work introduces Code Monitor Red Teaming, a monitor-red-teaming protocol that fixes a public-check information boundary while varying generator pressure, verifier scaffolding, and weak-to-strong capability.

Jun-Hui Liao, Jiawen Deng, Fuji Ren et al. · 0 citations