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Pith Number

pith:GHTU5OQC

pith:2026:GHTU5OQCF27JKOS4MM7IXP5X3H
not attested not anchored not stored refs pending

Test-Time Scaling in Reasoning LLMs: Inference Regimes, Evaluation, and Reproducibility

Amirhossein Samandar, Biyao Zhang, Debargha Ganguly, Jerry Peng, Kai Ye, Michael Hinczewski, Mohsen Hariri, Nahal Shahini, Shouren Wang, Sreehari Sankar, Vikash Singh, Vipin Chaudhary, Weicong Chen, Yanyan Zhang

arxiv:2608.04001 v1 · 2026-08-04 · cs.LG · cs.AI

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\usepackage{pith}
\pithnumber{GHTU5OQCF27JKOS4MM7IXP5X3H}

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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.
Receipt and verification
First computed 2026-08-05T01:37:40.513457Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

31e74eba022ebe953a5c633e8bbfb7d9f2f6abec5c8f098893fbf325f606ce6d

Aliases

arxiv: 2608.04001 · arxiv_version: 2608.04001v1 · doi: 10.48550/arxiv.2608.04001 · pith_short_12: GHTU5OQCF27J · pith_short_16: GHTU5OQCF27JKOS4 · pith_short_8: GHTU5OQC
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/GHTU5OQCF27JKOS4MM7IXP5X3H \
  | 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: 31e74eba022ebe953a5c633e8bbfb7d9f2f6abec5c8f098893fbf325f606ce6d
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "c4ec14a34c8b56b4f3b767a381944029d7015bdc71b4a763e9411a61027dcc7b",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2026-08-04T17:57:20Z",
    "title_canon_sha256": "00b8d063dcf64655e7df621a72545787957709d8fb9b4e7b4fcacba6ec28767c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2608.04001",
    "kind": "arxiv",
    "version": 1
  }
}