Pith Number

pith:FNWCTQPG

pith:2024:FNWCTQPGMLV4IMN7JYWUHU22HU

not attested not anchored not stored refs pending

SCULPT: Systematic Tuning of Long Prompts

Akhila Yesantarao Venkata, Bishal Santra, Manish Gupta, Parag Agrawal, Shanu Kumar, Shubhanshu Khandelwal

arxiv:2410.20788 v3 · 2024-10-28 · 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{FNWCTQPGMLV4IMN7JYWUHU22HU}

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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

Prompt Smart, Pay Less: Cost-Aware APO for Real-World Applications

Receipt and verification

First computed	2026-07-05T11:38:25.052964Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2b6c29c1e662ebc431bf4e2d43d35a3d3f70f49ca2df1c3fe71ee53dac73f8c9

Aliases

arxiv: 2410.20788 · arxiv_version: 2410.20788v3 · doi: 10.48550/arxiv.2410.20788 · pith_short_12: FNWCTQPGMLV4 · pith_short_16: FNWCTQPGMLV4IMN7 · pith_short_8: FNWCTQPG

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/FNWCTQPGMLV4IMN7JYWUHU22HU \
  | 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: 2b6c29c1e662ebc431bf4e2d43d35a3d3f70f49ca2df1c3fe71ee53dac73f8c9

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f06949b6cc1ad8092c9239a2e74ee989d50ab2c569e580842142776d4e6d2e1d",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-10-28T07:10:10Z",
    "title_canon_sha256": "88087a400d89cd9d463781a5be1fc6f0576b903f771cbdb0181b4ccf8f1b08b7"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.20788",
    "kind": "arxiv",
    "version": 3
  }
}