Pith Number

pith:VSRHHAZ7

pith:2023:VSRHHAZ7YA45FREGT4L2BCNB6A

not attested not anchored not stored refs pending

A Survey of Safety and Trustworthiness of Large Language Models through the Lens of Verification and Validation

Andre Freitas, Changshun Wu, Dengyu Wu, Gaojie Jin, Kaiwen Cai, Mustafa A. Mustafa, Peipei Xu, Ronghui Mu, Saddek Bensalem, Sihao Wu, Wei Huang, Wenjie Ruan, Xiaowei Huang, Xingyu Zhao, Yanghao Zhang, Yi Dong, Yi Qi

arxiv:2305.11391 v2 · 2023-05-19 · cs.AI · cs.LG

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{VSRHHAZ7YA45FREGT4L2BCNB6A}

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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

4 papers in Pith

A Multi-Source Framework for Relational Validation of Large Language Models Using Expert-Curated Encyclopedic Sources

Pop Quiz Attack: Black-box Membership Inference Attacks Against Large Language Models

Policy-Aware Edge LLM-RAG Framework for Internet of Battlefield Things Mission Orchestration

Hard to Read, Easy to Jailbreak: How Visual Degradation Bypasses MLLM Safety Alignment

Receipt and verification

First computed	2026-07-05T06:45:17.460025Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

aca273833fc039d2c4869f17a089a1f012706a9ec05161fe9b4f27ab63906dcd

Aliases

arxiv: 2305.11391 · arxiv_version: 2305.11391v2 · doi: 10.48550/arxiv.2305.11391 · pith_short_12: VSRHHAZ7YA45 · pith_short_16: VSRHHAZ7YA45FREG · pith_short_8: VSRHHAZ7

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/VSRHHAZ7YA45FREGT4L2BCNB6A \
  | 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: aca273833fc039d2c4869f17a089a1f012706a9ec05161fe9b4f27ab63906dcd

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "188ae0991d92fe9e9bb082fe76779a2ca02075d38f0bfa0ad09af5cff2c11fb3",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2023-05-19T02:41:12Z",
    "title_canon_sha256": "46fedd146371f8d9873b10390880dee89fa7f3814a737aa0c72f7749d5e0a811"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2305.11391",
    "kind": "arxiv",
    "version": 2
  }
}