Pith Number

pith:DEGDZRCO

pith:2025:DEGDZRCOEO32U5MSA5SDPA4QIS

not attested not anchored not stored refs pending

Extracting Probabilistic Knowledge from Large Language Models for Bayesian Network Parameterization

Aliakbar Nafar, Kristen Brent Venable, Parisa Kordjamshidi, Zijun Cui

arxiv:2505.15918 v2 · 2025-05-21 · cs.CL · cs.AI

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\usepackage{pith}
\pithnumber{DEGDZRCOEO32U5MSA5SDPA4QIS}

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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

1 paper in Pith

A Model of Multi-turn Human Persuadability Using Probabilistic Belief Tracing

Receipt and verification

First computed	2026-07-05T11:51:27.134803Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

190c3cc44e23b7aa75920764378390448ed7b8469d5a68891e5bc10550861912

Aliases

arxiv: 2505.15918 · arxiv_version: 2505.15918v2 · doi: 10.48550/arxiv.2505.15918 · pith_short_12: DEGDZRCOEO32 · pith_short_16: DEGDZRCOEO32U5MS · pith_short_8: DEGDZRCO

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/DEGDZRCOEO32U5MSA5SDPA4QIS \
  | 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: 190c3cc44e23b7aa75920764378390448ed7b8469d5a68891e5bc10550861912

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "00a90ee0aee1e44604e2476fb5f65deb3f7242ad73bd416f1f3675733a58fd7b",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-05-21T18:15:05Z",
    "title_canon_sha256": "07b3d9eabe2ef14684e5cfeb38c4f9cd561805cbacf775f4bb1e3d773bffe1ee"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.15918",
    "kind": "arxiv",
    "version": 2
  }
}