Pith Number

pith:SPPLF53X

pith:2021:SPPLF53XHD3BDWFYHG4DSLSUL4

not attested not anchored not stored refs pending

Spinning Language Models: Risks of Propaganda-As-A-Service and Countermeasures

Eugene Bagdasaryan, Vitaly Shmatikov

arxiv:2112.05224 v2 · 2021-12-09 · cs.CR · cs.CL · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{SPPLF53XHD3BDWFYHG4DSLSUL4}

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

1 paper in Pith

PRM-Free Security Alignment of Large Models via Red Teaming and Adversarial Training

Receipt and verification

First computed	2026-07-05T05:05:02.073098Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

93deb2f77738f611d8b839b8392e545f144451a6423cdca279b73997a9329ca7

Aliases

arxiv: 2112.05224 · arxiv_version: 2112.05224v2 · doi: 10.48550/arxiv.2112.05224 · pith_short_12: SPPLF53XHD3B · pith_short_16: SPPLF53XHD3BDWFY · pith_short_8: SPPLF53X

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/SPPLF53XHD3BDWFYHG4DSLSUL4 \
  | 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: 93deb2f77738f611d8b839b8392e545f144451a6423cdca279b73997a9329ca7

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "aac426a2d9d108d3b91a44f3cee4d7160adbd51e001f307c2f195e90ddb8eca5",
    "cross_cats_sorted": [
      "cs.CL",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2021-12-09T21:48:29Z",
    "title_canon_sha256": "ee940de8a87c920a41a84693288025d002598bbe0f930a1b432a3bd5818d2935"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2112.05224",
    "kind": "arxiv",
    "version": 2
  }
}