Persona Non Grata: Single-Method Safety Evaluation Is Incomplete for Persona-Imbued LLMs explores This research reveals that current LLM safety evaluations are incomplete, as they fail to account for different vulnerability profiles exposed by prompting versus activation steering, leading to a need for more comprehensive testing methodologies.. Commercial viability score: 3/10 in LLM Safety.
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This route is the stable paper-level surface for citations, viability, references, and downstream handoffs. Use it as the proof layer behind Signal Canvas, workspace creation, and launch-pack generation.
Freshness
Canonical route: /paper/persona-non-grata-single-method-safety-evaluation-is-incomplete-for-persona-imbued-llms
Proof data is outside the preferred freshness window.
Proof Quality
One canonical proof ledger now drives the badge, counts, indexing, and commercialization gating.
Commercialization rails stay hidden until proof clears: proof_status, references_count.
Search indexing stays off until proof clears: proof_status, references_count.
Agent Handoff
Canonical ID persona-non-grata-single-method-safety-evaluation-is-incomplete-for-persona-imbued-llms | Route /paper/persona-non-grata-single-method-safety-evaluation-is-incomplete-for-persona-imbued-llms
REST example
curl https://sciencetostartup.com/api/v1/agent-handoff/paper/persona-non-grata-single-method-safety-evaluation-is-incomplete-for-persona-imbued-llmsMCP example
{
"tool": "get_paper",
"arguments": {
"arxiv_id": "2604.11120"
}
}source_context
{
"surface": "paper",
"mode": "paper",
"query": "Persona Non Grata: Single-Method Safety Evaluation Is Incomplete for Persona-Imbued LLMs",
"normalized_query": "2604.11120",
"route": "/paper/persona-non-grata-single-method-safety-evaluation-is-incomplete-for-persona-imbued-llms",
"paper_ref": "persona-non-grata-single-method-safety-evaluation-is-incomplete-for-persona-imbued-llms",
"topic_slug": null,
"benchmark_ref": null,
"dataset_ref": null
}Constellation, claims, and market context stay visible on the paper proof page even when commercialization rails are held back for incomplete proof receipts.
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