Pith Number

pith:WGVBFZ4J

pith:2022:WGVBFZ4JTBA2XEULYLKZVZI7PB

not attested not anchored not stored refs pending

Recommendation as Language Processing (RLP): A Unified Pretrain, Personalized Prompt & Predict Paradigm (P5)

Shijie Geng, Shuchang Liu, Yingqiang Ge, Yongfeng Zhang, Zuohui Fu

arxiv:2203.13366 v7 · 2022-03-24 · cs.IR · cs.AI · cs.CL · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{WGVBFZ4JTBA2XEULYLKZVZI7PB}

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.

Cited by

3 papers in Pith

LLM-Based User Personas for Recommendations at Scale

Substrate Asymmetry in User-Side Memory: A Diagnostic Framework

TwiSTAR:Think Fast, Think Slow, Then Act,Generative Recommendation with Adaptive Reasoning

Receipt and verification

First computed	2026-07-05T05:29:52.434606Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b1aa12e7899841ab928bc2d59ae51f785a35d5264984e663693cb05c67235620

Aliases

arxiv: 2203.13366 · arxiv_version: 2203.13366v7 · doi: 10.48550/arxiv.2203.13366 · pith_short_12: WGVBFZ4JTBA2 · pith_short_16: WGVBFZ4JTBA2XEUL · pith_short_8: WGVBFZ4J

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/WGVBFZ4JTBA2XEULYLKZVZI7PB \
  | 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: b1aa12e7899841ab928bc2d59ae51f785a35d5264984e663693cb05c67235620

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "3541bdbeb8c8627ec196b38dc804e7ededc46e5ff066723cc435dd0853439d1c",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.IR",
    "submitted_at": "2022-03-24T22:13:23Z",
    "title_canon_sha256": "c21df7e17fc9f76883cb4417b915a2060bdb999e2f174f8445554186a67bf4d6"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2203.13366",
    "kind": "arxiv",
    "version": 7
  }
}