Pith. sign in
Pith Number

pith:CJ3O6V3O

pith:2025:CJ3O6V3OEX73PRSR7C72CSYBRX
not attested not anchored not stored refs pending

Can LLM Watermarks Robustly Prevent Unauthorized Knowledge Distillation?

Aiwei Liu, Irwin King, Leyi Pan, Lijie Wen, Philip S. Yu, Shiyu Huang, Xuming Hu, Yijian Lu

arxiv:2502.11598 v2 · 2025-02-17 · cs.CL

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{CJ3O6V3OEX73PRSR7C72CSYBRX}

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.
Receipt and verification
First computed 2026-07-05T11:09:08.586418Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

1276ef576e25ffb7c651f8bfa14b018de596884580d024b94376443510636da8

Aliases

arxiv: 2502.11598 · arxiv_version: 2502.11598v2 · doi: 10.48550/arxiv.2502.11598 · pith_short_12: CJ3O6V3OEX73 · pith_short_16: CJ3O6V3OEX73PRSR · pith_short_8: CJ3O6V3O
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/CJ3O6V3OEX73PRSR7C72CSYBRX \
  | 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: 1276ef576e25ffb7c651f8bfa14b018de596884580d024b94376443510636da8
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "90109b9507d0bc4647ce78578dcee4bc35e29e3a8c8ae417276a081e3e8bf293",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-02-17T09:34:19Z",
    "title_canon_sha256": "eece5c1acc64d880d4507988111d378e7be2c1bd8d10d2e05d6f4ba0a09e9707"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.11598",
    "kind": "arxiv",
    "version": 2
  }
}