Pith Number

pith:YRHAF4AU

pith:2024:YRHAF4AUPZDFTBE2YMAM5R5FU3

not attested not anchored not stored refs pending

Can Models Help Us Create Better Models? Evaluating LLMs as Data Scientists

Aleksander J\k{e}drosz, {\L}ukasz Borchmann, Micha{\l} Pietruszka, Pawe{\l} Morawiecki

arxiv:2410.23331 v1 · 2024-10-30 · cs.CL

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{YRHAF4AUPZDFTBE2YMAM5R5FU3}

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	2026-07-05T09:28:58.517014Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c44e02f0147e4659849ac300cec7a5a6d28f45c675f81121eb66a86616b2c9a3

Aliases

arxiv: 2410.23331 · arxiv_version: 2410.23331v1 · doi: 10.48550/arxiv.2410.23331 · pith_short_12: YRHAF4AUPZDF · pith_short_16: YRHAF4AUPZDFTBE2 · pith_short_8: YRHAF4AU

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/YRHAF4AUPZDFTBE2YMAM5R5FU3 \
  | 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: c44e02f0147e4659849ac300cec7a5a6d28f45c675f81121eb66a86616b2c9a3

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "1d4610d05dd703b11964f6a9d6b3cc2a76a35aa176f81f4ebe4c01b8fe53ff2e",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-10-30T17:59:01Z",
    "title_canon_sha256": "4bc6768dc5a2c2e8f550297d40918da88fb1963deba768575b21bf17e15944a0"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.23331",
    "kind": "arxiv",
    "version": 1
  }
}