Pith Number

pith:A6DFUSY3

pith:2025:A6DFUSY3HLG3BGNZ6QE4MI3NK3

not attested not anchored not stored refs pending

LogicPuzzleRL: Cultivating Robust Mathematical Reasoning in LLMs via Reinforcement Learning

Bin Cui, Chengyu Shen, Hao Liang, Hejun Dong, Jingwen Deng, Qijie You, Runming He, Wentao Zhang, Zhen Hao Wong, Zirong Chen

arxiv:2506.04821 v1 · 2025-06-05 · cs.LG

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{A6DFUSY3HLG3BGNZ6QE4MI3NK3}

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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

4 papers in Pith

Step-by-Step Optimization-like Reasoning in LLMs over Expanding Search Spaces

Robots Need More than VLA and World Models

Do LLMs Overthink Basic Math Reasoning? Benchmarking the Accuracy-Efficiency Tradeoff in Language Models

PR-CAD: Progressive Refinement for Unified Controllable and Faithful Text-to-CAD Generation with Large Language Models

Receipt and verification

First computed	2026-07-05T11:16:37.253813Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

07865a4b1b3acdb099b9f409c6236d56ed6c48695edfebc04f96dfcf19143174

Aliases

arxiv: 2506.04821 · arxiv_version: 2506.04821v1 · doi: 10.48550/arxiv.2506.04821 · pith_short_12: A6DFUSY3HLG3 · pith_short_16: A6DFUSY3HLG3BGNZ · pith_short_8: A6DFUSY3

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/A6DFUSY3HLG3BGNZ6QE4MI3NK3 \
  | 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: 07865a4b1b3acdb099b9f409c6236d56ed6c48695edfebc04f96dfcf19143174

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "09f3f85fc938e338d8c42789e3b92e032004073cfa983210ed7e91ca200330f5",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-06-05T09:40:47Z",
    "title_canon_sha256": "a4a13ea8cc97dd3bbd230299a21e01e9543c40a24c8d6dd2e48cf0604beba52f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2506.04821",
    "kind": "arxiv",
    "version": 1
  }
}