Pith Number

pith:LPKWFVOB

pith:2024:LPKWFVOB4KWCDQKE3YK2YZ4CTR

not attested not anchored not stored refs pending

Probabilistic Consensus through Ensemble Validation: A Framework for LLM Reliability

Ninad Naik

arxiv:2411.06535 v1 · 2024-11-10 · cs.AI · cs.CL · 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{LPKWFVOB4KWCDQKE3YK2YZ4CTR}

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.

Cited by

2 papers in Pith

LLM-Powered AI Agent Systems and Their Applications in Industry

Evaluating Reliability Gaps in Large Language Model Safety via Repeated Prompt Sampling

Receipt and verification

First computed	2026-07-05T09:33:47.697358Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5bd562d5c1e2ac21c144de15ac67829c4ee88515e1c010653634b8a099d33eb5

Aliases

arxiv: 2411.06535 · arxiv_version: 2411.06535v1 · doi: 10.48550/arxiv.2411.06535 · pith_short_12: LPKWFVOB4KWC · pith_short_16: LPKWFVOB4KWCDQKE · pith_short_8: LPKWFVOB

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/LPKWFVOB4KWCDQKE3YK2YZ4CTR \
  | 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: 5bd562d5c1e2ac21c144de15ac67829c4ee88515e1c010653634b8a099d33eb5

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "3e5d7d55f3b99e3402606ca2bc08fa8d440b99f1cc7db0789933747b023ca9a6",
    "cross_cats_sorted": [
      "cs.CL",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2024-11-10T17:32:16Z",
    "title_canon_sha256": "406994829cb69107c65a1f2a5d6d8c2b8ab85d3f2ae512337101b6ebe68be150"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2411.06535",
    "kind": "arxiv",
    "version": 1
  }
}