Pith Number

pith:H7R63W3Z

pith:2025:H7R63W3Z7DJHCOAT4NF42ARXRG

not attested not anchored not stored refs pending

A Scalable Multi-LLM Collaboration System with Retrieval-based Selection and Exploration-Exploitation-Driven Enhancement

Bo Zhang, Jiale Hong, Jianjian Cao, Lei Bai, Peng Ye, Shengji Tang, Shuyue Hu, Tao Chen, Wanli Ouyang, Weihao Lin

arxiv:2507.14200 v2 · 2025-07-14 · cs.CL · 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{H7R63W3Z7DJHCOAT4NF42ARXRG}

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	2026-05-20T00:01:34.860287Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

3fe3eddb79f8d2713813e34bcd023789856fa6b44b5e29e2b7b71547101efdc7

Aliases

arxiv: 2507.14200 · arxiv_version: 2507.14200v2 · doi: 10.48550/arxiv.2507.14200 · pith_short_12: H7R63W3Z7DJH · pith_short_16: H7R63W3Z7DJHCOAT · pith_short_8: H7R63W3Z

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/H7R63W3Z7DJHCOAT4NF42ARXRG \
  | 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: 3fe3eddb79f8d2713813e34bcd023789856fa6b44b5e29e2b7b71547101efdc7

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "dc46c184eb81161db94bdca0cf5f526e77e09a93cb53be46d7680c46b8e673ba",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-07-14T16:17:11Z",
    "title_canon_sha256": "624c21db9bd4ee0947409cfbff94b483817f726338e4361e0c8d57730ab66fdb"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2507.14200",
    "kind": "arxiv",
    "version": 2
  }
}