Pith Number

pith:GMYXVORF

pith:2025:GMYXVORFGUNL4I6QPLTSPNIA63

not attested not anchored not stored refs pending

Generative AI Act II: Test Time Scaling Drives Cognition Engineering

Fan Zhou, Haoyang Zou, Jiahe Jin, Pengfei Liu, Run-Ze Fan, Shijie Xia, Steffi Chern, Xiangkun Hu, Xuefeng Li, Yanheng He, Yan Ma, Yiwei Qin, Yixin Ye, Yixiu Liu

arxiv:2504.13828 v3 · 2025-04-18 · cs.CL · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{GMYXVORFGUNL4I6QPLTSPNIA63}

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

Decision Potential Surface: A Theoretical and Practical Approximation of Large Language Model Decision Boundary

Receipt and verification

First computed	2026-07-05T10:54:46.899959Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

33317aba25351abe23d07ae727b500f6d637596e2d331da9e943021b84225d19

Aliases

arxiv: 2504.13828 · arxiv_version: 2504.13828v3 · doi: 10.48550/arxiv.2504.13828 · pith_short_12: GMYXVORFGUNL · pith_short_16: GMYXVORFGUNL4I6Q · pith_short_8: GMYXVORF

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/GMYXVORFGUNL4I6QPLTSPNIA63 \
  | 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: 33317aba25351abe23d07ae727b500f6d637596e2d331da9e943021b84225d19

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "079bd2799c7d2bc9cadf69fe07719136db4a0e66d68b61fb8812fabf1344de29",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-04-18T17:55:58Z",
    "title_canon_sha256": "860abd17480a71e5a7a4fee0d44714690a06aff83dc0ad69ecde111e9bab105e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2504.13828",
    "kind": "arxiv",
    "version": 3
  }
}