Pith Number

pith:AIUESTTR

pith:2023:AIUESTTRHWC5CIIRP6V7Z5ADVR

not attested not anchored not stored refs pending

On the Reliability of Watermarks for Large Language Models

Aniruddha Saha, John Kirchenbauer, Jonas Geiping, Kasun Fernando, Kezhi Kong, Khalid Saifullah, Manli Shu, Micah Goldblum, Tom Goldstein, Yuxin Wen

arxiv:2306.04634 v4 · 2023-06-07 · cs.LG · cs.CL · cs.CR

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{AIUESTTRHWC5CIIRP6V7Z5ADVR}

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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

22 papers in Pith

Beyond Heuristic Tuning: Power-Calibrated LLM Watermarking

Robust Text Watermarking for Large Language Models via Dual Semantic Embeddings

SAMark: A Self-Anchored Text Watermarking with Paragraph-Level Paraphrase Robustness

Linear Ensembles Wash Away Watermarks: On the Fragility of Distributional Perturbations in LLMs

Receipt and verification

First computed	2026-07-05T08:14:17.914200Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

0228494e713d85d121117fabfcf403ac69b6f93a7bcc405dbc8f28d75165e1b6

Aliases

arxiv: 2306.04634 · arxiv_version: 2306.04634v4 · doi: 10.48550/arxiv.2306.04634 · pith_short_12: AIUESTTRHWC5 · pith_short_16: AIUESTTRHWC5CIIR · pith_short_8: AIUESTTR

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/AIUESTTRHWC5CIIRP6V7Z5ADVR \
  | 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: 0228494e713d85d121117fabfcf403ac69b6f93a7bcc405dbc8f28d75165e1b6

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "728427e7f0b132798b192d32e22797ecc6a96aa5a38cd524f5710732023033bf",
    "cross_cats_sorted": [
      "cs.CL",
      "cs.CR"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-06-07T17:58:48Z",
    "title_canon_sha256": "c3e0ae3eaec26001cd7fe9fcaef00fc3f51a787865e9b14d397107030c1b2e97"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2306.04634",
    "kind": "arxiv",
    "version": 4
  }
}