Pith Number

pith:SZVOYTKK

pith:2025:SZVOYTKKL5JCAAMBWJZFDBWADY

not attested not anchored not stored refs pending

From Implicit Exploration to Structured Reasoning: Leveraging Guideline and Refinement for LLMs

Jiaxiang Chen, Mingxi Zou, Song Wang, Zenglin Xu, Zhijian Zhou, Zhucong Li, Zhuo Wang

arxiv:2509.06284 v1 · 2025-09-08 · cs.AI · 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{SZVOYTKKL5JCAAMBWJZFDBWADY}

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.

Receipt and verification

First computed	2026-07-05T12:06:33.027142Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

966aec4d4a5f52200181b2725186c01e1b473f2ddcd4c1f5882f6450734862c9

Aliases

arxiv: 2509.06284 · arxiv_version: 2509.06284v1 · doi: 10.48550/arxiv.2509.06284 · pith_short_12: SZVOYTKKL5JC · pith_short_16: SZVOYTKKL5JCAAMB · pith_short_8: SZVOYTKK

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/SZVOYTKKL5JCAAMBWJZFDBWADY \
  | 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: 966aec4d4a5f52200181b2725186c01e1b473f2ddcd4c1f5882f6450734862c9

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "df2589a308bf7627766f5960cd9a3c2f8149684209aa7794014b3ca79f240000",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2025-09-08T02:11:49Z",
    "title_canon_sha256": "1919815edd7a28c5f1e338e33b90a074501e2b2909e69a9de7ea51bc214bd29a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2509.06284",
    "kind": "arxiv",
    "version": 1
  }
}