Pith Number

pith:JAG7JOBO

pith:2025:JAG7JOBOQKX6KF36QQJ6PV4IAO

not attested not anchored not stored refs pending

What Makes an Evaluation Useful? Common Pitfalls and Best Practices

Dan Lahav, Gil Gekker, Meirav Segal, Omer Nevo

arxiv:2503.23424 v1 · 2025-03-30 · cs.LG · cs.AI · cs.CL · cs.CR · cs.CY

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{JAG7JOBOQKX6KF36QQJ6PV4IAO}

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

Preliminary suggestions for rigorous GPAI model evaluations

Receipt and verification

First computed	2026-07-05T10:41:36.175896Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

480df4b82e82afe5177e8413e7d788039092012edbeb0d84402cc804403e8523

Aliases

arxiv: 2503.23424 · arxiv_version: 2503.23424v1 · doi: 10.48550/arxiv.2503.23424 · pith_short_12: JAG7JOBOQKX6 · pith_short_16: JAG7JOBOQKX6KF36 · pith_short_8: JAG7JOBO

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/JAG7JOBOQKX6KF36QQJ6PV4IAO \
  | 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: 480df4b82e82afe5177e8413e7d788039092012edbeb0d84402cc804403e8523

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "fd19b117da14632906cd111bc0c31397ccd2a669b2fbc49fa8cec2d4fad4e876",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL",
      "cs.CR",
      "cs.CY"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-03-30T12:51:47Z",
    "title_canon_sha256": "8eda025641aa8c0478cfb1dfd18ccf1bf2586aa4dd4fe649c770b897066d11d9"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2503.23424",
    "kind": "arxiv",
    "version": 1
  }
}