statements ยท statement-BATCH-2026-006-034

source-BATCH-2026-005-008

On the 14-vulnerability benchmark, GPT-4-backed HPTSA reports 42% pass-at-five and 18% pass-at-one.

Statement context

Statement type
empirical finding
Exact source locator
arXiv:2406.01637v2 PDF p. 5, Figure 2 and Section 5.2
Source date
2024-06-02
Role at source time
joint authors of the HPTSA paper
Evidence character
primary empirical result
Scope
The described HPTSA configuration in sandboxed experiments.

Recorded uncertainty: The reported percentages are rounded, and the paper gives no confidence intervals.

Indexed source: Teams of LLM Agents can Exploit Zero-Day Vulnerabilities

Evidence lineage and transparency

Relationship fieldLinked identifiers
topic idstopic-ai-agents, topic-ai-governance, topic-cybersecurity, topic-non-human-identity

Machine review: machine checked. Human review: approved. Workflow: published.

Complete structured record
statement id
statement-BATCH-2026-006-034
source id
source-BATCH-2026-005-008
person id
Unknown
institutional author
Zhu et al. (joint paper authors)
book edition id
Unknown
speaker role at source time
joint authors of the HPTSA paper
organization at source time
University of Illinois Urbana-Champaign
statement type
empirical_finding
neutral paraphrase
On the 14-vulnerability benchmark, GPT-4-backed HPTSA reports 42% pass-at-five and 18% pass-at-one.
direct quote
Unknown
direct quote rights note
Unknown
exact locator
arXiv:2406.01637v2 PDF p. 5, Figure 2 and Section 5.2
locator type
pdf_page
source date
2024-06-02
topic ids
topic-ai-agents, topic-ai-governance, topic-cybersecurity, topic-non-human-identity
executive role context
role-ciso, role-cio, role-cto, role-general-counsel, role-board-director
industry context
cross-sector
geographic context
synthetic sandbox; no human geography
evidence character
primary_empirical_result
factual verification status
source_reported_not_independently_verified
statement scope
The described HPTSA configuration in sandboxed experiments.
uncertainty
The reported percentages are rounded, and the paper gives no confidence intervals.
extraction method
Machine-assisted close reading of the exact verified source version; original neutral paraphrase; human review pending.
machine extraction confidence
0.94
independent agent review status
not_started
publication status
published
workflow status
published
machine review status
machine_checked
human review status
approved
reviewed by
Murray Newlands
reviewed at
2026-08-16T23:17:22Z
Provenance and revision history
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  "provenance": [
    {
      "source_url": "https://arxiv.org/abs/2406.01637",
      "accessed_at": "2026-08-15",
      "retrieval_method": "Exact verified source version inherited from BATCH-2026-005 and statement-level close reading",
      "exact_locator": "arXiv:2406.01637v2 PDF p. 5, Figure 2 and Section 5.2",
      "content_hash": "f4fc06040f0856d99d2009042b4c6fa0c01206da8ca61cb39a94d52b9867cf71",
      "batch_id": "BATCH-2026-006",
      "prompt_id": "OEII-STATEMENT-CODING",
      "prompt_version": "2.0",
      "notes": "Source eligibility inherited from source-BATCH-2026-005-008; human attribution and publication review pending."
    }
  ],
  "revision_history": [
    {
      "changed_at": "2026-08-16T23:17:22Z",
      "changed_by": "Murray Newlands",
      "summary": "Approved for the governed-identities pilot release under the exact scope, exclusions, rights treatment, and limitations recorded in issue #18.",
      "batch_id": "BATCH-2026-006"
    }
  ]
}

Open machine-readable record