Pith Number

pith:D3KPJUSW

pith:2024:D3KPJUSW7ROYFIY35DTECCJJ6H

not attested not anchored not stored refs pending

GCOF: Self-iterative Text Generation for Copywriting Using Large Language Model

Jianghui Zhou, Jie Liu, Lirong Shi, Xuemin Zhao, Ya Gao, Yue Wu, Zhaohua Yang

arxiv:2402.13667 v1 · 2024-02-21 · cs.CL

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{D3KPJUSW7ROYFIY35DTECCJJ6H}

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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

1 paper in Pith

LLMs for Customized Marketing Content Generation and Evaluation at Scale

Receipt and verification

First computed	2026-07-05T07:47:47.523373Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1ed4f4d256fc5d82a31be8e6410929f1f2a2b56d655d4a7a1142b4bf67545d69

Aliases

arxiv: 2402.13667 · arxiv_version: 2402.13667v1 · doi: 10.48550/arxiv.2402.13667 · pith_short_12: D3KPJUSW7ROY · pith_short_16: D3KPJUSW7ROYFIY3 · pith_short_8: D3KPJUSW

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/D3KPJUSW7ROYFIY35DTECCJJ6H \
  | 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: 1ed4f4d256fc5d82a31be8e6410929f1f2a2b56d655d4a7a1142b4bf67545d69

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "3e8a2bfca9fccb2bb97e03fd730759e88ad2082891ba0b14203de74f9d6a1f3a",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-02-21T09:59:20Z",
    "title_canon_sha256": "72591ee490b9c35e2c12f2f3f3116754327f07e86a9c9d52e5dd4c3d3af41f2c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.13667",
    "kind": "arxiv",
    "version": 1
  }
}