Pith Number

pith:5VVDXHTF

pith:2025:5VVDXHTF2PQQ2XVOJATSYE33GN

not attested not anchored not stored refs pending

Neural Diversity Regularizes Hallucinations in Language Models

Kushal Chakrabarti, Nirmal Balachundhar

arxiv:2510.20690 v3 · 2025-10-23 · cs.CL · cs.AI · 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{5VVDXHTF2PQQ2XVOJATSYE33GN}

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

Reliability Scales Inversely: Hallucinations Snowball Faster in Bigger Language Models

Receipt and verification

First computed	2026-08-06T01:16:10.877582Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ed6a3b9e65d3e10d5eae48272c137b3344f4b8dcbe14c9e51695c894a722275b

Aliases

arxiv: 2510.20690 · arxiv_version: 2510.20690v3 · doi: 10.48550/arxiv.2510.20690 · pith_short_12: 5VVDXHTF2PQQ · pith_short_16: 5VVDXHTF2PQQ2XVO · pith_short_8: 5VVDXHTF

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/5VVDXHTF2PQQ2XVOJATSYE33GN \
  | 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: ed6a3b9e65d3e10d5eae48272c137b3344f4b8dcbe14c9e51695c894a722275b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c78f27d7626ecb8d669bb438d4fc7de21d23c83ca341547cc9770069e83c35e4",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-10-23T16:03:07Z",
    "title_canon_sha256": "306a9b1e29d94b298a733b6ebc3451b7846385c8ed8553069e32cfd0f19b4af9"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2510.20690",
    "kind": "arxiv",
    "version": 3
  }
}