Pith Number

pith:TVKKOQUO

pith:2025:TVKKOQUO2URWPKB5X5FW6FG7ML

not attested not anchored not stored refs pending

It's Not That Simple. An Analysis of Simple Test-Time Scaling

Guojun Wu

arxiv:2507.14419 v1 · 2025-07-19 · cs.LG · 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{TVKKOQUO2URWPKB5X5FW6FG7ML}

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	2026-07-05T11:40:06.226588Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9d54a7428ed52367a83dbf4b6f14df62e1bc420e9f2bb4ac5d55796d0fb8d208

Aliases

arxiv: 2507.14419 · arxiv_version: 2507.14419v1 · doi: 10.48550/arxiv.2507.14419 · pith_short_12: TVKKOQUO2URW · pith_short_16: TVKKOQUO2URWPKB5 · pith_short_8: TVKKOQUO

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/TVKKOQUO2URWPKB5X5FW6FG7ML \
  | 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: 9d54a7428ed52367a83dbf4b6f14df62e1bc420e9f2bb4ac5d55796d0fb8d208

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ff3f2ec6eae25b345a42e27ae14f7449a8a088e931459b4d0402f8517f83a5ac",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-07-19T00:28:10Z",
    "title_canon_sha256": "65e6829c4e656c55322893d75b0cde5383c45f4900d513bb6e30a604810fd5df"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2507.14419",
    "kind": "arxiv",
    "version": 1
  }
}