Pith Number

pith:X7V3QW7I

pith:2024:X7V3QW7I5REU6LB7JXMHEFMXWU

not attested not anchored not stored refs pending

MC-NEST: Enhancing Mathematical Reasoning in Large Language Models leveraging a Monte Carlo Self-Refine Tree

Farhana Keya, Gollam Rabby, S\"oren Auer

arxiv:2411.15645 v2 · 2024-11-23 · 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{X7V3QW7I5REU6LB7JXMHEFMXWU}

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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

1 paper in Pith

From System 1 to System 2: A Survey of Reasoning Large Language Models

Receipt and verification

First computed	2026-07-05T11:13:15.872950Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

bfebb85be8ec494f2c3f4dd8721597b509e6ff429715eb8c1e4d76876919e3c0

Aliases

arxiv: 2411.15645 · arxiv_version: 2411.15645v2 · doi: 10.48550/arxiv.2411.15645 · pith_short_12: X7V3QW7I5REU · pith_short_16: X7V3QW7I5REU6LB7 · pith_short_8: X7V3QW7I

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/X7V3QW7I5REU6LB7JXMHEFMXWU \
  | 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: bfebb85be8ec494f2c3f4dd8721597b509e6ff429715eb8c1e4d76876919e3c0

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c7adb5c11e9346fac0e7e32db9c2ec7e8b5499eac0e8d2fa7207543e6316d2ab",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-11-23T20:31:58Z",
    "title_canon_sha256": "df6b24b36e82941ac3e57f3d8451dac2ce106e0ce55442f906fc87a4da7e95be"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2411.15645",
    "kind": "arxiv",
    "version": 2
  }
}