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Pith Number

pith:RR4OOL7W

pith:2024:RR4OOL7WJ3GAYIX4KSMA2OD42N
not attested not anchored not stored refs pending

GumbelSoft: Diversified Language Model Watermarking via the GumbelMax-trick

Jiangjie Chen, Jiayi Fu, Ruihan Yang, Xuandong Zhao, Yanghua Xiao, Yuansen Zhang

arxiv:2402.12948 v3 · 2024-02-20 · cs.CL

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\usepackage{pith}
\pithnumber{RR4OOL7WJ3GAYIX4KSMA2OD42N}

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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

3 papers in Pith

Receipt and verification
First computed 2026-07-05T08:24:02.374811Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

8c78e72ff64ecc0c22fc54980d387cd37e1bf3f2c623bd21564a01acd7e7844a

Aliases

arxiv: 2402.12948 · arxiv_version: 2402.12948v3 · doi: 10.48550/arxiv.2402.12948 · pith_short_12: RR4OOL7WJ3GA · pith_short_16: RR4OOL7WJ3GAYIX4 · pith_short_8: RR4OOL7W
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/RR4OOL7WJ3GAYIX4KSMA2OD42N \
  | 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: 8c78e72ff64ecc0c22fc54980d387cd37e1bf3f2c623bd21564a01acd7e7844a
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "7533b42f646733de490dad74687716efdef2120626d28c68574e2b128f308181",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-02-20T12:05:47Z",
    "title_canon_sha256": "af28d8039d644cf108aa4e3c4b4bf414a3a3b46670582b87f91d1cfde94abc6d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.12948",
    "kind": "arxiv",
    "version": 3
  }
}