Pith Number

pith:PNVWP2QJ

pith:2025:PNVWP2QJTWMX23D3D7O42NTO4I

not attested not anchored not stored refs pending

SCOPE: Stochastic and Counterbiased Option Placement for Evaluating Large Language Models

Dongseok Kim, Taegkeun Whangbo, Wonjun Jeong

arxiv:2507.18182 v2 · 2025-07-24 · cs.CL · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{PNVWP2QJTWMX23D3D7O42NTO4I}

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	2026-07-05T11:48:06.006762Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7b6b67ea099d997d6c7b1fddcd366ee236852c7312da7983b0629a857740c514

Aliases

arxiv: 2507.18182 · arxiv_version: 2507.18182v2 · doi: 10.48550/arxiv.2507.18182 · pith_short_12: PNVWP2QJTWMX · pith_short_16: PNVWP2QJTWMX23D3 · pith_short_8: PNVWP2QJ

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/PNVWP2QJTWMX23D3D7O42NTO4I \
  | 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: 7b6b67ea099d997d6c7b1fddcd366ee236852c7312da7983b0629a857740c514

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ecc9aa401dd9878c1e1f5c34485c7725816187d5a701ab95eaab5012e7c6d68b",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-07-24T08:28:17Z",
    "title_canon_sha256": "bf993db41ac404c7b016d805b709d4c8d394edfce25366933a819099fd8693f6"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2507.18182",
    "kind": "arxiv",
    "version": 2
  }
}