Pith Number

pith:SXJKX4O6

pith:2025:SXJKX4O647D34ED7QHN36DFEUW

not attested not anchored not stored refs pending

CoT Information: Improved Sample Complexity under Chain-of-Thought Supervision

Awni Altabaa, John Lafferty, Omar Montasser

arxiv:2505.15927 v1 · 2025-05-21 · stat.ML · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{SXJKX4O647D34ED7QHN36DFEUW}

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

2 papers in Pith

Sample Complexity of Autoregressive Reasoning: Chain-of-Thought vs. End-to-End

A Theory of Online Learning with Autoregressive Chain-of-Thought Reasoning

Receipt and verification

First computed	2026-07-05T11:07:27.430182Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

95d2abf1dee7c7be107f81dbbf0ca4a59bed2d92e5799e4ae3e6bec24243ca52

Aliases

arxiv: 2505.15927 · arxiv_version: 2505.15927v1 · doi: 10.48550/arxiv.2505.15927 · pith_short_12: SXJKX4O647D3 · pith_short_16: SXJKX4O647D34ED7 · pith_short_8: SXJKX4O6

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/SXJKX4O647D34ED7QHN36DFEUW \
  | 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: 95d2abf1dee7c7be107f81dbbf0ca4a59bed2d92e5799e4ae3e6bec24243ca52

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "9cb6766f67b71338f79ab9395f765857b94ae896009a0aed56aefc496861b201",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2025-05-21T18:28:54Z",
    "title_canon_sha256": "a2fcc5f526f34a41d8899d0cd5e6eef4f719faddf29e6047121408cf500fefc7"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.15927",
    "kind": "arxiv",
    "version": 1
  }
}