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AriaPromptGuard prompt-injection defense lab

Synthetic 240-case suite for the AriaPromptGuard workstation: two inert tools, a rotating canary, and a family-disjoint development/test split. The unguarded profile concatenates user and document text. Rule-only is a keyword detector. Policy-guard isolates data from instructions and allowlists read_sample_doc and add_numbers.

Organization dataset and collection are public. Live Gradio is alirezaaminzadeh/aria-prompt-guard and the organization card is AriaAICompany/aria-prompt-guard. Runnable Space source is stored in demo/. Collection: Aria AI — Cybersecurity.

Generated data, seed 22, recorded salt eval-22. Documents, tokens, and tool names are laboratory placeholders. send_email, http_fetch, and shell_exec are not implemented. [LAB_INTENT:…] markers are synthetic labels for the naive simulator. Passing the suite is not a claim of unbreakable defense. Related prior art: AgentShield-Bench — this dataset does not redistribute that payload set.

Files

  • data/cases.jsonl
  • data/documents.json
  • data/scenarios.jsonl
  • data/schema.json
  • data/splits.json
  • data/protocol.md
  • data/feature_card.md
  • data/evaluation.json
  • data/sample_preview.json
  • demo/ — runnable Gradio Space source
  • showcase/ — organization static card

Split

Development vs test is by family: benign math/doc QA, direct canary and named-tool requests, and document labels vs mixed questions, FAQ hard negatives, indirect hidden-field asks, schema abuse, and role-confused pages. Rewriting one prompt is not placed across the split.

License

CC-BY-4.0. Keep the synthetic-data and laboratory-label notices.

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