Research Compliance

Decision Models as Retrieval Gates Against Injection and Pollution

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Key Insights

  • Retrieved web text can carry instructions aimed at the language model, or synthetic pages written to mislead.
  • We test whether released open-weight decision models, which answer typed questions about a.
Cite this synthesis DOI: 10.48550/arXiv.2611.08325 ↗
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@misc{ acaciacompliance-research-decision-models-as-retrieval-gates-against-injection-and-pol,
  title = { Decision Models as Retrieval Gates Against Injection and Pollution },
  author = { Leszek },
  year = { 2026 },
  doi = { 10.48550/arXiv.2611.08325 },
  url = { http://arxiv.org/abs/2611.08325v1 },
  note = {Summarized and classified by AcaciaFund}
}
TY  - GEN
TI  - Decision Models as Retrieval Gates Against Injection and Pollution
AU  - Leszek
PY  - 2026
DO  - 10.48550/arXiv.2611.08325
UR  - http://arxiv.org/abs/2611.08325v1
ER  -

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Overview

Retrieved web text can carry instructions aimed at the language model, or synthetic pages written to mislead. We test whether released open-weight decision models, which answer typed questions about a

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This item adds to the AML and compliance knowledge base. Practitioners can use it to stay current on Decision Models as Retrieval Gates Against Injection and Pollution, but should validate its claims against primary sources and more recent work before relying on it in production decisions.

Key Takeaways

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SQI 0.750

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  • AMLA

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