Pith Number

pith:PC2TRTXC

pith:2023:PC2TRTXCZN7WKQP3XEVL4AUMBR

not attested not anchored not stored refs pending

Zero-Resource Hallucination Prevention for Large Language Models

Cao Xiao, Fenglong Ma, Junyu Luo

arxiv:2309.02654 v3 · 2023-09-06 · cs.CL

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{PC2TRTXCZN7WKQP3XEVL4AUMBR}

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

4 papers in Pith

Will LLMs Scaling Hit the Wall? Breaking Barriers via Distributed Resources on Massive Edge Devices

Semantic Entropy Probes: Robust and Cheap Hallucination Detection in LLMs

A Survey of Hallucination in Large Foundation Models

A Survey on Hallucination in Large Language Models: Principles, Taxonomy, Challenges, and Open Questions

Receipt and verification

First computed	2026-07-05T06:58:14.309940Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

78b538cee2cb7f6541fbb92abe028c0c61555bc36920c6a89190586a0aae96d2

Aliases

arxiv: 2309.02654 · arxiv_version: 2309.02654v3 · doi: 10.48550/arxiv.2309.02654 · pith_short_12: PC2TRTXCZN7W · pith_short_16: PC2TRTXCZN7WKQP3 · pith_short_8: PC2TRTXC

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/PC2TRTXCZN7WKQP3XEVL4AUMBR \
  | 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: 78b538cee2cb7f6541fbb92abe028c0c61555bc36920c6a89190586a0aae96d2

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "12642a2d09fd6c08b5f001b936a924140a96e32c5f823528044af40758b64a42",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2023-09-06T01:57:36Z",
    "title_canon_sha256": "ecd64d13fa9f8d3882d8eacd58f859ace578ac2db9f6344b67b185a79f858417"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2309.02654",
    "kind": "arxiv",
    "version": 3
  }
}