Pith Number

pith:IPWNDMFU

pith:2025:IPWNDMFUIL4TF5OPJY65U6WHTZ

not attested not anchored not stored refs pending

OpenAI's Approach to External Red Teaming for AI Models and Systems

Lama Ahmad, Michael Lampe, Pamela Mishkin, Sandhini Agarwal

arxiv:2503.16431 v1 · 2025-01-24 · cs.CY · cs.AI · cs.CR · cs.HC

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{IPWNDMFUIL4TF5OPJY65U6WHTZ}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

Record completeness

1 Bitcoin timestamp

2 Internet Archive

3 Author claim open · sign in to claim

4 Citations open

5 Replications open

✓ Portable graph bundle live · download bundle · merged state

The bundle contains the canonical record plus signed events. A mirror can host it anywhere and recompute the same current state with the deterministic merge algorithm.

Cited by

6 papers in Pith

Understanding Censorship in Large Language Models: From Mechanisms to Governance

Red-Bandit: Test-Time Adaptation for LLM Red-Teaming via Bandit-Guided LoRA Experts

Formal Methods Meet LLMs: Auditing, Monitoring, and Intervention for Compliance of Advanced AI Systems

FlashRT: Towards Computationally and Memory Efficient Red-Teaming for Prompt Injection and Knowledge Corruption

FAccT-Checked: A Narrative Review of Authority Reconfigurations and Retention in AI-Mediated Journalism

Receipt and verification

First computed	2026-07-05T10:36:40.534350Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

43ecd1b0b442f932f5cf4e3dda7ac79e6e48e21df38614bc293ea1509fdcf397

Aliases

arxiv: 2503.16431 · arxiv_version: 2503.16431v1 · doi: 10.48550/arxiv.2503.16431 · pith_short_12: IPWNDMFUIL4T · pith_short_16: IPWNDMFUIL4TF5OP · pith_short_8: IPWNDMFU

Agent API

Resolver JSON Graph JSON Events JSON Schema Signing key

Verify this Pith Number yourself

curl -sH 'Accept: application/ld+json' https://pith.science/pith/IPWNDMFUIL4TF5OPJY65U6WHTZ \
  | jq -c '.canonical_record' \
  | python3 -c "import sys,json,hashlib; b=json.dumps(json.loads(sys.stdin.read()), sort_keys=True, separators=(',',':'), ensure_ascii=False).encode(); print(hashlib.sha256(b).hexdigest())"
# expect: 43ecd1b0b442f932f5cf4e3dda7ac79e6e48e21df38614bc293ea1509fdcf397

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "eed03a489a386c71d0b613ac9f628808155ac037c57c9c5b2d0c1601c073d8b8",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CR",
      "cs.HC"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CY",
    "submitted_at": "2025-01-24T20:54:48Z",
    "title_canon_sha256": "24caac34a913da7e6c63fea34f6948d9df0c0432372d38a1f182335726f92b86"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2503.16431",
    "kind": "arxiv",
    "version": 1
  }
}