Pith Number

pith:AHPQ2SXZ

pith:2024:AHPQ2SXZIDNF5WNCSUZLV25XKM

not attested not anchored not stored refs pending

Unveiling the Statistical Foundations of Chain-of-Thought Prompting Methods

Fengzhuo Zhang, Siyu Chen, Xinyang Hu, Zhuoran Yang

arxiv:2408.14511 v2 · 2024-08-25 · cs.AI · cs.CL · cs.LG · math.ST · stat.ML · stat.TH

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{AHPQ2SXZIDNF5WNCSUZLV25XKM}

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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

Agentic Transformers Provably Learn to Search via Reinforcement Learning

On the Cost and Benefit of Chain of Thought: A Learning-Theoretic Perspective

Receipt and verification

First computed	2026-07-05T09:00:08.318032Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

01df0d4af940da5ed9a29532baebb753012e3c643f097f7f49dfa8b01516cc39

Aliases

arxiv: 2408.14511 · arxiv_version: 2408.14511v2 · doi: 10.48550/arxiv.2408.14511 · pith_short_12: AHPQ2SXZIDNF · pith_short_16: AHPQ2SXZIDNF5WNC · pith_short_8: AHPQ2SXZ

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/AHPQ2SXZIDNF5WNCSUZLV25XKM \
  | 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: 01df0d4af940da5ed9a29532baebb753012e3c643f097f7f49dfa8b01516cc39

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "5593122ce1434313c2828f77bfe68e84aa973149cb2d5fea20b3fad013f54f2a",
    "cross_cats_sorted": [
      "cs.CL",
      "cs.LG",
      "math.ST",
      "stat.ML",
      "stat.TH"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2024-08-25T04:07:18Z",
    "title_canon_sha256": "7b154e490720b243700847fb5eb9a8da334774cbda39b5279c4c068fa50a70fa"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2408.14511",
    "kind": "arxiv",
    "version": 2
  }
}