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Can LLMs Reason About Brand Ownership? An Empirical Study of Domain Attribution Intelligence

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arXiv:2606. 20868v1 Announce Type: new Abstract: When a new domain resembling a popular brand appears, defenders face a fundamental ambiguity: it may be an attacker-created squatting site for phishing, or it may be a domain the brand itself registered, either defensively, to block attackers, or legitimately, for a new product or service launch.

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Authors: Fathima Mashood, Mohamed Nabeel
Released: 2026-06-23 (16d ago)
Topic: Related to current project
Relation to my work: Read next because Can LLMs Reason About Brand Ownership? An Empirical Study of Domain Attribution Intelligence overlaps with clean result "LoRA persona trained on <A> alone emits <B> at 23.5% when a co-trained partner learns <A>...<B>, vs 0% control on Qwen2.5-7B-Instruct (MODERATE confidence)", clean result "Leakage rate is a usable signal for recovering trigger-shaped phrases on Gaperon-1125-1B without knowing the hidden trigger itself (MODERATE confidence)", clean result "Language-mismatch LoRA SFT on Qwen2.5-7B leaks the trained completion language into bystander directives the model was never trained on, absent under same-language SFT (LOW confidence)". Matching terms: text, class, rect, correct, eval, line, without, alone. Source: arxiv cs.CR (Cryptography and Security).
arXiv: 2606.20868

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