Pith Number

pith:FFFOPXZG

pith:2025:FFFOPXZG3WAPA4OZBRSOWX5HZ7

not attested not anchored not stored refs pending

DecisionFlow: Advancing Large Language Model as Principled Decision Maker

Cheng Qian, Heng Ji, Hongru Wang, Peixuan Han, Shanyong Wang, Xiusi Chen

arxiv:2505.21397 v2 · 2025-05-27 · cs.CL

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{FFFOPXZG3WAPA4OZBRSOWX5HZ7}

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	2026-07-05T11:58:30.001381Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

294ae7df26dd80f071d90c64eb5fa7cfdf53f16242f0e19fc9288851d589d84d

Aliases

arxiv: 2505.21397 · arxiv_version: 2505.21397v2 · doi: 10.48550/arxiv.2505.21397 · pith_short_12: FFFOPXZG3WAP · pith_short_16: FFFOPXZG3WAPA4OZ · pith_short_8: FFFOPXZG

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/FFFOPXZG3WAPA4OZBRSOWX5HZ7 \
  | 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: 294ae7df26dd80f071d90c64eb5fa7cfdf53f16242f0e19fc9288851d589d84d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "59c2b0f2be8c34f895e19ee36fc0a7ed8a354ee1eee53f965ead5205a77554ea",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-05-27T16:23:53Z",
    "title_canon_sha256": "b48acba4ffbca56b7fdafb3f1f7730db206ed30b758ab21f079b5769fe6ba8ac"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.21397",
    "kind": "arxiv",
    "version": 2
  }
}