Pith Number

pith:H7F32UED

pith:2025:H7F32UEDMVNL7SVQIBYJYP67SC

not attested not anchored not stored refs pending

Improve Decoding Factuality by Token-wise Cross Layer Entropy of Large Language Models

Jialiang Wu, Longjun Cai, Sen Song, Sijia Liu, Xiaoyi Wang, Yi Shen, Yi Tang

arxiv:2502.03199 v1 · 2025-02-05 · cs.CL · cs.AI

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\usepackage{pith}
\pithnumber{H7F32UEDMVNL7SVQIBYJYP67SC}

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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 Survey on Proactive Defense Strategies Against Misinformation in Large Language Models

Receipt and verification

First computed	2026-07-05T10:10:01.320481Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

3fcbbd5083655abfcab040709c3fdf90a2d179bae997c7e10efb5cd6d89888c6

Aliases

arxiv: 2502.03199 · arxiv_version: 2502.03199v1 · doi: 10.48550/arxiv.2502.03199 · pith_short_12: H7F32UEDMVNL · pith_short_16: H7F32UEDMVNL7SVQ · pith_short_8: H7F32UED

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/H7F32UEDMVNL7SVQIBYJYP67SC \
  | 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: 3fcbbd5083655abfcab040709c3fdf90a2d179bae997c7e10efb5cd6d89888c6

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f5450f4db98825c5422fc57aa37ec174e57c4026871f5510ea00b9df0d07ed2a",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-02-05T14:19:52Z",
    "title_canon_sha256": "bf17c752e0de00a4c9b894c0752dd2ef9d7909cdba2d3ce06b20eb6244d4535e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.03199",
    "kind": "arxiv",
    "version": 1
  }
}