Pith Number

pith:DKPQ3FQ3

pith:2024:DKPQ3FQ32JO24A6EKMEY7LZ2FB

not attested not anchored not stored refs pending

Evaluating Large Language Models with fmeval

Aman Malhotra, Keerthan Vasist, Luca Franceschi, Michael Diamond, Michele Donini, Muhammad Bilal Zafar, Pinal Tailor, Pinar Yilmaz, Pola Schw\"obel, Tomer Shenhar

arxiv:2407.12872 v1 · 2024-07-15 · cs.CL · 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{DKPQ3FQ32JO24A6EKMEY7LZ2FB}

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

The Science of Evaluating Foundation Models

Receipt and verification

First computed	2026-07-05T08:45:12.858071Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1a9f0d961bd25dae03c453098faf3a285afd22307077f7faf5424a5afad16806

Aliases

arxiv: 2407.12872 · arxiv_version: 2407.12872v1 · doi: 10.48550/arxiv.2407.12872 · pith_short_12: DKPQ3FQ32JO2 · pith_short_16: DKPQ3FQ32JO24A6E · pith_short_8: DKPQ3FQ3

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/DKPQ3FQ32JO24A6EKMEY7LZ2FB \
  | 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: 1a9f0d961bd25dae03c453098faf3a285afd22307077f7faf5424a5afad16806

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "cb69cd00f868f4f42ef93df0b59a97bc074427d095829fe291a56ad3b9139052",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-07-15T12:15:08Z",
    "title_canon_sha256": "bdbc84183919e7ce0f88e4e608e48fdb246644dfd48a939c0a1887e2446ce6af"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2407.12872",
    "kind": "arxiv",
    "version": 1
  }
}