Pith Number

pith:5TYNADQM

pith:2024:5TYNADQMQOBCD2MNR2G2QTJMGJ

not attested not anchored not stored refs pending

GReaTer: Gradients over Reasoning Makes Smaller Language Models Strong Prompt Optimizers

Bo Pang, Caiming Xiong, Rui Zhang, Ryo Kamoi, Sarkar Snigdha Sarathi Das, Yusen Zhang

arxiv:2412.09722 v2 · 2024-12-12 · 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{5TYNADQMQOBCD2MNR2G2QTJMGJ}

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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	2026-07-05T10:45:15.235394Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ecf0d00e0c838221e98d8e8da84d2c327e28a152599316cea0696c0ead723145

Aliases

arxiv: 2412.09722 · arxiv_version: 2412.09722v2 · doi: 10.48550/arxiv.2412.09722 · pith_short_12: 5TYNADQMQOBC · pith_short_16: 5TYNADQMQOBCD2MN · pith_short_8: 5TYNADQM

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/5TYNADQMQOBCD2MNR2G2QTJMGJ \
  | 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: ecf0d00e0c838221e98d8e8da84d2c327e28a152599316cea0696c0ead723145

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f2f75ab442b2f4b0f5b8359e4e09e162288efb27b4321836c60b9021586b54fe",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-12-12T20:59:43Z",
    "title_canon_sha256": "f0e2f39b30cd90cc36b53a3d8dcd4475512903d09e589656ef5d198958b1eb9e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.09722",
    "kind": "arxiv",
    "version": 2
  }
}