Pith Number

pith:JWF3D5IL

pith:2026:JWF3D5ILMDDE2FYUMH3SSRRUGX

not attested not anchored not stored refs pending

Quantifying Diversity of Thought: A Predictive Law of Weighted LLM Ensemble Lift

Junade Ali

arxiv:2607.17384 v1 · 2026-07-19 · cs.AI · cs.LG · cs.LO · cs.MA

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{JWF3D5ILMDDE2FYUMH3SSRRUGX}

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	2026-07-21T01:21:30.421840Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

4d8bb1f50b60c64d171461f729463435f53cf3beb65229645c12fcc4fb9ac983

Aliases

arxiv: 2607.17384 · arxiv_version: 2607.17384v1 · doi: 10.48550/arxiv.2607.17384 · pith_short_12: JWF3D5ILMDDE · pith_short_16: JWF3D5ILMDDE2FYU · pith_short_8: JWF3D5IL

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/JWF3D5ILMDDE2FYUMH3SSRRUGX \
  | 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: 4d8bb1f50b60c64d171461f729463435f53cf3beb65229645c12fcc4fb9ac983

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d34eaed5488b7ee8e6b58c3798668ac5764743a01fb6a846879ee0fd9b9ce6ba",
    "cross_cats_sorted": [
      "cs.LG",
      "cs.LO",
      "cs.MA"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2026-07-19T19:01:06Z",
    "title_canon_sha256": "d54b950c869b42069d6b4e99730260bfb0aa7c6713c717f1c427c06fc5751a1c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2607.17384",
    "kind": "arxiv",
    "version": 1
  }
}