Pith Number

pith:VUBAM3YA

pith:2025:VUBAM3YAHZMN7GDGDU7473MWIY

not attested not anchored not stored refs pending

Exploring Training and Inference Scaling Laws in Generative Retrieval

Hongru Cai, Ruifeng Yuan, Tat-Seng Chua, Wenjie Li, Wenjie Wang, Yongqi Li, Zhen Zhang

arxiv:2503.18941 v2 · 2025-03-24 · cs.IR · 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{VUBAM3YAHZMN7GDGDU7473MWIY}

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

1 paper in Pith

Towards Large-scale Generative Ranking

Receipt and verification

First computed	2026-07-05T11:17:44.239671Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ad02066f003e58df98661d3fcfed96460d721567e552e472c10ef1e7878c6c67

Aliases

arxiv: 2503.18941 · arxiv_version: 2503.18941v2 · doi: 10.48550/arxiv.2503.18941 · pith_short_12: VUBAM3YAHZMN · pith_short_16: VUBAM3YAHZMN7GDG · pith_short_8: VUBAM3YA

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/VUBAM3YAHZMN7GDGDU7473MWIY \
  | 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: ad02066f003e58df98661d3fcfed96460d721567e552e472c10ef1e7878c6c67

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "17b5bdeb417fbbbb108a4cf1979165e98c6fcfdce3243c47b276239c3476ccc4",
    "cross_cats_sorted": [
      "cs.CL"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.IR",
    "submitted_at": "2025-03-24T17:59:03Z",
    "title_canon_sha256": "e8848f0f2a6c4a3f0c5394f3fc9a59ddfc4f421c334a66c14090e588acf21062"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2503.18941",
    "kind": "arxiv",
    "version": 2
  }
}