Pith Number

pith:EIRFJKRC

pith:2024:EIRFJKRCXNCUU3CABH4JPJBLP7

not attested not anchored not stored refs pending

Text Understanding and Generation Using Transformer Models for Intelligent E-commerce Recommendations

Hanyi Yu, Mengran Zhu, Shuning Huo, Yafei Xiang, Yulu Gong

arxiv:2402.16035 v1 · 2024-02-25 · cs.CL · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{EIRFJKRCXNCUU3CABH4JPJBLP7}

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	2026-07-05T07:49:01.239182Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

222254aa22bb454a6c4009f897a42b7ff3016ed94eb46e870453429681f3b56c

Aliases

arxiv: 2402.16035 · arxiv_version: 2402.16035v1 · doi: 10.48550/arxiv.2402.16035 · pith_short_12: EIRFJKRCXNCU · pith_short_16: EIRFJKRCXNCUU3CA · pith_short_8: EIRFJKRC

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/EIRFJKRCXNCUU3CABH4JPJBLP7 \
  | 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: 222254aa22bb454a6c4009f897a42b7ff3016ed94eb46e870453429681f3b56c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "bf60a79b517599edc8f765eea4187457fbe445026cd464138fb362785d6166ae",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-02-25T09:19:11Z",
    "title_canon_sha256": "700c4945c58e6e53e9f8d08b30d5c74a3b3d1f2326e8bdefd4a92c80f1f5ed5e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.16035",
    "kind": "arxiv",
    "version": 1
  }
}