Pith Number

pith:SQWQORPK

pith:2025:SQWQORPKXMMMKL2TKBWRNGZLBE

not attested not anchored not stored refs pending

Test-Time Scaling with Reflective Generative Model

ChenHui Jin, Guangcan Liu, Hongtao Xie, Jianjun Xu, Jie Gao, Mengting Xing, Shengzhuo Zhang, Xiaorui Wang, Yuxin Wang, Zhuo Wang, Zixiao Wang

arxiv:2507.01951 v2 · 2025-07-02 · cs.LG · 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{SQWQORPKXMMMKL2TKBWRNGZLBE}

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	2026-07-05T11:34:11.015453Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

942d0745eabb18c52f53506d169b2b092b47e377040a1d9fd21722cac9c930d9

Aliases

arxiv: 2507.01951 · arxiv_version: 2507.01951v2 · doi: 10.48550/arxiv.2507.01951 · pith_short_12: SQWQORPKXMMM · pith_short_16: SQWQORPKXMMMKL2T · pith_short_8: SQWQORPK

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/SQWQORPKXMMMKL2TKBWRNGZLBE \
  | 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: 942d0745eabb18c52f53506d169b2b092b47e377040a1d9fd21722cac9c930d9

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "62e67d43d388587b505c020d1211912f360d1524712352bbfab6a542dd03deba",
    "cross_cats_sorted": [
      "cs.CL"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-07-02T17:58:01Z",
    "title_canon_sha256": "b1bb94c92162290f5672149b1a1bf22e3f5fefebd22bf3adc53d3399be28e753"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2507.01951",
    "kind": "arxiv",
    "version": 2
  }
}