pith. sign in
Pith Number

pith:HKNVB2HW

pith:2025:HKNVB2HWVX57TRE5S4X2S4QKVN
not attested not anchored not stored refs pending

From Evidence to Belief: A Bayesian Epistemology Approach to Language Models

James Thorne, Minsu Kim, Sangryul Kim

arxiv:2504.19622 v1 · 2025-04-28 · 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{HKNVB2HWVX57TRE5S4X2S4QKVN}

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

3 papers in Pith

When Planning Fails Despite Correct Execution: On Epistemic Calibration for LLM-Based Multi-Agent Systems
Belief Engine: Configurable and Inspectable Stance Dynamics in Multi-Agent LLM Deliberation
Learning from AVA: Early Lessons from a Curated and Trustworthy Generative AI for Policy and Development Research
Receipt and verification
First computed 2026-07-05T10:55:00.347816Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

3a9b50e8f6adfbf9c49d972fa9720aab5617104cce0442d90bbac30c613bee52

Aliases

arxiv: 2504.19622 · arxiv_version: 2504.19622v1 · doi: 10.48550/arxiv.2504.19622 · pith_short_12: HKNVB2HWVX57 · pith_short_16: HKNVB2HWVX57TRE5 · pith_short_8: HKNVB2HW
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/HKNVB2HWVX57TRE5S4X2S4QKVN \
  | 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: 3a9b50e8f6adfbf9c49d972fa9720aab5617104cce0442d90bbac30c613bee52
Canonical record JSON 
{
  "metadata": {
    "abstract_canon_sha256": "db2d8a4645c73d1efc80ee1d83b3237d9ea5c44a4f96713890ec9606e5730414",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2025-04-28T09:28:42Z",
    "title_canon_sha256": "052d1439f57b17c734170ef5f9ea0d65806753b0fcc029e52b0d9b4aed877cc7"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2504.19622",
    "kind": "arxiv",
    "version": 1
  }
}