Pith Number

pith:HPOAJZ2T

pith:2024:HPOAJZ2T7AJ344DDLTT55M22FO

not attested not anchored not stored refs pending

Breaking the Barrier: Utilizing Large Language Models for Industrial Recommendation Systems through an Inferential Knowledge Graph

Gong-Duo Zhang, Hao Qian, Lihong Gu, Qian Zhao, Ziqi Liu

arxiv:2402.13750 v1 · 2024-02-21 · cs.IR · cs.AI · 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{HPOAJZ2T7AJ344DDLTT55M22FO}

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	2026-07-05T07:47:48.547274Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

3bdc04e753f813be70635ce7deb35a2b9d75663500e3638ba4040e8a0665d93e

Aliases

arxiv: 2402.13750 · arxiv_version: 2402.13750v1 · doi: 10.48550/arxiv.2402.13750 · pith_short_12: HPOAJZ2T7AJ3 · pith_short_16: HPOAJZ2T7AJ344DD · pith_short_8: HPOAJZ2T

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/HPOAJZ2T7AJ344DDLTT55M22FO \
  | 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: 3bdc04e753f813be70635ce7deb35a2b9d75663500e3638ba4040e8a0665d93e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "3a4483c7f11f4504eb2fad8982983eac5a4bbdf7fa6c083b41cb80fbb329b7b5",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.IR",
    "submitted_at": "2024-02-21T12:22:01Z",
    "title_canon_sha256": "f0d6c2a5c1e03af538d36a9485f1f5ca955d3f86d11c529b9f75a74b96abd38c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.13750",
    "kind": "arxiv",
    "version": 1
  }
}