pith:OF3WSCAT
TextSeal: A Localized LLM Watermark for Provenance & Distillation Protection
TextSeal adds a detectable watermark to LLM outputs that stays visible even after mixing with human text or distillation into new models.
arxiv:2605.12456 v2 · 2026-05-12 · cs.CR · cs.CL · cs.LG
Add to your LaTeX paper
\usepackage{pith}
\pithnumber{OF3WSCATZKUYMVYBTHIC7MCD2Z}
Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge
Record completeness
Claims
TextSeal strictly dominates baselines like SynthID-text in detection strength and is robust to dilution, maintaining confident localized detection even in heavily mixed human/AI documents. The scheme is theoretically distortion-free... Beyond its use for provenance detection, TextSeal is also 'radioactive': its watermark signal transfers through model distillation, enabling detection of unauthorized use.
That the watermark signal reliably transfers through model distillation with sufficient strength for detection, and that the theoretical distortion-free property and lack of quality impact hold under all practical serving conditions and adversarial mixing.
TextSeal provides a localized, distortion-free LLM watermark that enables provenance tracking and distillation detection while preserving performance and text quality.
Formal links
Receipt and verification
| First computed | 2026-05-22T02:04:42.400498Z |
|---|---|
| Builder | pith-number-builder-2026-05-17-v1 |
| Signature | Pith Ed25519
(pith-v1-2026-05) · public key |
| Schema | pith-number/v1.0 |
Canonical hash
7177690813caa986570199d02fb043d6742963a9cf6a5d1f98d3f140b5d9aa0a
Aliases
· · · · ·Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/OF3WSCATZKUYMVYBTHIC7MCD2Z \
| 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: 7177690813caa986570199d02fb043d6742963a9cf6a5d1f98d3f140b5d9aa0a
Canonical record JSON
{
"metadata": {
"abstract_canon_sha256": "b6051be10e39559e5d087a36b72e6e88fc5168782e47e0693aae7f9e40a30de5",
"cross_cats_sorted": [
"cs.CL",
"cs.LG"
],
"license": "http://creativecommons.org/licenses/by/4.0/",
"primary_cat": "cs.CR",
"submitted_at": "2026-05-12T17:44:41Z",
"title_canon_sha256": "ba4f0a1c38c93ec636dbbe3018e21baf25d8f76309e94f62f656bd6c159e032a"
},
"schema_version": "1.0",
"source": {
"id": "2605.12456",
"kind": "arxiv",
"version": 2
}
}