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Pith Number

pith:CVE72TNW

pith:2025:CVE72TNW6CWJX3LCLCEYJ5M3NX
not attested not anchored not stored refs pending

MetaScale: Test-Time Scaling with Evolving Meta-Thoughts

Fei Wang, Hoifung Poon, James Y. Huang, Muhao Chen, Nan Xu, Qin Liu, Sheng Zhang, Wenxuan Zhou

arxiv:2503.13447 v1 · 2025-03-17 · cs.CL · cs.AI · cs.LG

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{CVE72TNW6CWJX3LCLCEYJ5M3NX}

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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

2 papers in Pith

Receipt and verification
First computed 2026-07-05T10:33:00.939997Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

1549fd4db6f0ac9bed62588984f59b6df73db83e6628ba4b6992189b83a9fb6f

Aliases

arxiv: 2503.13447 · arxiv_version: 2503.13447v1 · doi: 10.48550/arxiv.2503.13447 · pith_short_12: CVE72TNW6CWJ · pith_short_16: CVE72TNW6CWJX3LC · pith_short_8: CVE72TNW
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/CVE72TNW6CWJX3LCLCEYJ5M3NX \
  | 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: 1549fd4db6f0ac9bed62588984f59b6df73db83e6628ba4b6992189b83a9fb6f
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "7a7188350d4230b9aa6256a1b553c70890037d39064670e96491881f67b1ebea",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-03-17T17:59:54Z",
    "title_canon_sha256": "d3192bbfa37d0c3b979efd486105c49c1b155f0b4c06acaa8c3c2948fc205446"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2503.13447",
    "kind": "arxiv",
    "version": 1
  }
}