Pith. sign in
Pith Number

pith:QXWOPCSV

pith:2025:QXWOPCSVQTV5DNB4TR63EUKXRG
not attested not anchored not stored refs pending

Evaluating Machine Expertise: How Graduate Students Develop Frameworks for Assessing GenAI Content

Alex Leitch, Celia Chen

arxiv:2504.17964 v1 · 2025-04-24 · cs.HC · cs.AI

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{QXWOPCSVQTV5DNB4TR63EUKXRG}

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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.
Receipt and verification
First computed 2026-07-05T10:53:59.484036Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

85ece78a5584ebd1b43c9c7db251578988d320a61108487589df1fa104014d20

Aliases

arxiv: 2504.17964 · arxiv_version: 2504.17964v1 · doi: 10.48550/arxiv.2504.17964 · pith_short_12: QXWOPCSVQTV5 · pith_short_16: QXWOPCSVQTV5DNB4 · pith_short_8: QXWOPCSV
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/QXWOPCSVQTV5DNB4TR63EUKXRG \
  | 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: 85ece78a5584ebd1b43c9c7db251578988d320a61108487589df1fa104014d20
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "4c4338b47c2b463bd065c696775c5f5250f543bcc829436cae0c1151092dab21",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.HC",
    "submitted_at": "2025-04-24T22:24:14Z",
    "title_canon_sha256": "f66350b4f8367360d3dd9bdf0e6778ea6c9fffa96edc00fd82e831ac83bfd810"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2504.17964",
    "kind": "arxiv",
    "version": 1
  }
}