Pith Number

pith:AP2IQGES

pith:2025:AP2IQGESVKZV6FWFN75AVT7M2P

not attested not anchored not stored refs pending

ReviewInstruct: A Review-Driven Multi-Turn Conversations Generation Method for Large Language Models

BinQing Pan, Chao Zhang, Cong Wang, Haozhi Lin, Jiangxu Wu, Jun Yang, Kai Shi, Ming Peng, Ni Yang, SongPan Yang, Tianhuang Su, Zhenyu Yang, Zixian Li

arxiv:2505.11010 v2 · 2025-05-16 · cs.CL · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{AP2IQGESVKZV6FWFN75AVT7M2P}

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	2026-07-05T11:31:45.475466Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

03f4881892aab35f16c56ffa0acfecd3e1b006e694703ea12c806c19b9f36394

Aliases

arxiv: 2505.11010 · arxiv_version: 2505.11010v2 · doi: 10.48550/arxiv.2505.11010 · pith_short_12: AP2IQGESVKZV · pith_short_16: AP2IQGESVKZV6FWF · pith_short_8: AP2IQGES

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/AP2IQGESVKZV6FWFN75AVT7M2P \
  | 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: 03f4881892aab35f16c56ffa0acfecd3e1b006e694703ea12c806c19b9f36394

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "8df9f5331d4cca1ba002fd2946de0903a2c23f7144e5c6d9e16553ed3e450fde",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-05-16T08:59:07Z",
    "title_canon_sha256": "753762db15f32110a7eb3fa903b2e190e4e7451e12ce7bb3b503d3d98c7ceaf8"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.11010",
    "kind": "arxiv",
    "version": 2
  }
}