Pith Number

pith:63F2UVJI

pith:2023:63F2UVJIX72YBC3XWLUTA5QHV3

not attested not anchored not stored refs pending

Revisiting Automated Prompting: Are We Actually Doing Better?

Ilia Shumailov, Robert Mullins, Yarin Gal, Yiren Zhao, Yulin Zhou

arxiv:2304.03609 v2 · 2023-04-07 · 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{63F2UVJIX72YBC3XWLUTA5QHV3}

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	2026-07-05T06:23:59.992952Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f6cbaa5528bff5808b77b2e9307607aec31d806168803cf3f1f6edd7f77bc8d7

Aliases

arxiv: 2304.03609 · arxiv_version: 2304.03609v2 · doi: 10.48550/arxiv.2304.03609 · pith_short_12: 63F2UVJIX72Y · pith_short_16: 63F2UVJIX72YBC3X · pith_short_8: 63F2UVJI

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/63F2UVJIX72YBC3XWLUTA5QHV3 \
  | 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: f6cbaa5528bff5808b77b2e9307607aec31d806168803cf3f1f6edd7f77bc8d7

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "5ae8b78870efffc2a28a2e64d479b5b482ace58396e6ea28b138120c392ce36b",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2023-04-07T12:06:44Z",
    "title_canon_sha256": "d92188bd798130231fdfe337ccf48d97ba4718c542dd63305378b5e18fb8ec80"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2304.03609",
    "kind": "arxiv",
    "version": 2
  }
}