Pith Number

pith:VDGUFOHY

pith:2024:VDGUFOHYODZYAGGNB4T6PRRBER

not attested not anchored not stored refs pending

PEER: Expertizing Domain-Specific Tasks with a Multi-Agent Framework and Tuning Methods

Binzhu Wang, Fei Yu, Han Ji, Hong Chen, Jinshi Zhang, Renji Gong, Song Jin, Wanqing Xu, Xiaojing Li, Yingru Lin, Yiying Wang, Yueyang Zhou, Zewei Zhao

arxiv:2407.06985 v4 · 2024-07-09 · 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{VDGUFOHYODZYAGGNB4T6PRRBER}

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	2026-07-05T09:01:03.734792Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a8cd42b8f870f38018cd0f27e7c621246a4a8e598f0162fc2f83a573d4ff3108

Aliases

arxiv: 2407.06985 · arxiv_version: 2407.06985v4 · doi: 10.48550/arxiv.2407.06985 · pith_short_12: VDGUFOHYODZY · pith_short_16: VDGUFOHYODZYAGGN · pith_short_8: VDGUFOHY

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/VDGUFOHYODZYAGGNB4T6PRRBER \
  | 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: a8cd42b8f870f38018cd0f27e7c621246a4a8e598f0162fc2f83a573d4ff3108

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c3bffa3b4e49cb994623ca820bd973f7626d5fa8ec5066a849225362425b67cb",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2024-07-09T15:59:28Z",
    "title_canon_sha256": "f811ba479ba75939a2e7075b84fe2e0014cc846200f93e53522e56abc87e0bf0"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2407.06985",
    "kind": "arxiv",
    "version": 4
  }
}