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Pith Number

pith:76ZQVCYK

pith:2024:76ZQVCYKPSRHMBZQBUUK224ERY
not attested not anchored not stored refs pending

iPrOp: Interactive Prompt Optimization for Large Language Models with a Human in the Loop

Jiahui Li, Roman Klinger

arxiv:2412.12644 v2 · 2024-12-17 · cs.CL

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\usepackage{pith}
\pithnumber{76ZQVCYKPSRHMBZQBUUK224ERY}

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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

Receipt and verification
First computed 2026-07-05T11:28:12.953980Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

ffb30a8b0a7ca27607300d28ad6b848e07025d36d95f2a742de76e3c5697a6a9

Aliases

arxiv: 2412.12644 · arxiv_version: 2412.12644v2 · doi: 10.48550/arxiv.2412.12644 · pith_short_12: 76ZQVCYKPSRH · pith_short_16: 76ZQVCYKPSRHMBZQ · pith_short_8: 76ZQVCYK
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/76ZQVCYKPSRHMBZQBUUK224ERY \
  | 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: ffb30a8b0a7ca27607300d28ad6b848e07025d36d95f2a742de76e3c5697a6a9
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "12393d799a82c27ab4bea7ef53bc39c41d544499083028ed695a43f5005206e9",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-12-17T08:09:15Z",
    "title_canon_sha256": "8cde1c5dc537d1f717c057be2efda3ab5fdf777625332dfc9ed5b1d2a92de99c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.12644",
    "kind": "arxiv",
    "version": 2
  }
}