Pith Number

pith:YO66GPDN

pith:2023:YO66GPDNNE5ZSEGHPIJUDCJ5Y6

not attested not anchored not stored refs pending

Reducing LLM Hallucinations using Epistemic Neural Networks

Guangyu Min, Kien Tran, Shreyas Verma, Yusuf Ali

arxiv:2312.15576 v1 · 2023-12-25 · 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{YO66GPDNNE5ZSEGHPIJUDCJ5Y6}

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

1 paper in Pith

Shapley Uncertainty in Natural Language Generation

Receipt and verification

First computed	2026-07-05T07:27:58.283646Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c3bde33c6d693b9910c77a1341893dc7a13cfe766e19c102baf28d1a9c82827c

Aliases

arxiv: 2312.15576 · arxiv_version: 2312.15576v1 · doi: 10.48550/arxiv.2312.15576 · pith_short_12: YO66GPDNNE5Z · pith_short_16: YO66GPDNNE5ZSEGH · pith_short_8: YO66GPDN

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/YO66GPDNNE5ZSEGHPIJUDCJ5Y6 \
  | 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: c3bde33c6d693b9910c77a1341893dc7a13cfe766e19c102baf28d1a9c82827c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "fa5e9a240782144ce9093a79c7a0760e66968f668bd241ea47af110b9d1be5fc",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2023-12-25T01:17:01Z",
    "title_canon_sha256": "988ba22f5d623b503e8df045b2075a3c2d47caa4b26b74880522ca74e15683f3"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2312.15576",
    "kind": "arxiv",
    "version": 1
  }
}