Pith Number

pith:EFZK5RYN

pith:2025:EFZK5RYNRZ6WNNSPTXNCRPN3WA

not attested not anchored not stored refs pending

Evaluation of Large Language Model-Driven AutoML in Data and Model Management from Human-Centered Perspective

Jiapeng Yao, Jiping Huang, Lantian Zhang

arxiv:2507.05962 v1 · 2025-07-08 · cs.HC

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{EFZK5RYNRZ6WNNSPTXNCRPN3WA}

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	2026-07-05T11:33:39.214171Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2172aec70d8e7d66b64f9dda28bdbbb02d38f55f364b818c9d88f021e0a5ab99

Aliases

arxiv: 2507.05962 · arxiv_version: 2507.05962v1 · doi: 10.48550/arxiv.2507.05962 · pith_short_12: EFZK5RYNRZ6W · pith_short_16: EFZK5RYNRZ6WNNSP · pith_short_8: EFZK5RYN

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/EFZK5RYNRZ6WNNSPTXNCRPN3WA \
  | 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: 2172aec70d8e7d66b64f9dda28bdbbb02d38f55f364b818c9d88f021e0a5ab99

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c5e9c8d4cc026cfba794d9c5e25d2cfea668e0fc49ecd13c807b2cf6df961962",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.HC",
    "submitted_at": "2025-07-08T13:10:32Z",
    "title_canon_sha256": "1ef2216d29d1f8c70e2c2f9c429835244e1d69d18d9cc805c44ee96191f14a15"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2507.05962",
    "kind": "arxiv",
    "version": 1
  }
}