SIRF: A Spec-Internalized Risk Foundation Model for Industrial Content Risk Control

arXiv:2609.11752 · cs.AI, cs.CL, cs.LG · Submitted 2026-09-10 · Read on arXiv

cs.AI, cs.CL, cs.LG

Submitted: 2026-09-10

Updated: 2026-09-10

Comments: 14 pages, 12 figures. Accepted at the Industry Track of EMNLP 2026

License: http://arxiv.org/licenses/nonexclusive-distrib/1.0/

Terminology

• Foundation Model — 2× in this paper · explained in 3 episodes
• Spec-Internalized Risk Foundation Model — 2× in this paper
• Accuracy — 1× in this paper · explained in 1 episode
• Chain-of-Thought (CoT) — 1× in this paper · explained in 4 episodes

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