Pith Number

pith:4XUVM6XR

pith:2025:4XUVM6XRDNWZXLYTDZLOJOEROS

not attested not anchored not stored refs pending

Beyond External Monitors: Enhancing Transparency of Large Language Models for Easier Monitoring

Dongrui Liu, Guanxu Chen, Jing Shao, Lijie Hu, Qihao Lin, Tao Luo

arxiv:2502.05242 v3 · 2025-02-07 · cs.CL · cs.AI · cs.CV · 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{4XUVM6XRDNWZXLYTDZLOJOEROS}

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.

Receipt and verification

First computed	2026-05-28T01:04:26.599548Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e5e9567af11b6d9baf131e56e4b89174aadc89779ef9ba0ca2b0b0fd80cc1d9f

Aliases

arxiv: 2502.05242 · arxiv_version: 2502.05242v3 · doi: 10.48550/arxiv.2502.05242 · pith_short_12: 4XUVM6XRDNWZ · pith_short_16: 4XUVM6XRDNWZXLYT · pith_short_8: 4XUVM6XR

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/4XUVM6XRDNWZXLYTDZLOJOEROS \
  | 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: e5e9567af11b6d9baf131e56e4b89174aadc89779ef9ba0ca2b0b0fd80cc1d9f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "596dda5add7a41231889bedb83c14a1ae2f61f2f3405a46ee9d8918a0e7ebce3",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CV",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-02-07T13:25:33Z",
    "title_canon_sha256": "87b0892476ba6e4f48402a3a090d786475220376d484a9db4eaf2657cdc3e74c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.05242",
    "kind": "arxiv",
    "version": 3
  }
}