Pith Number

pith:S5CYRGCW

pith:2025:S5CYRGCWC7XFWMRUC5VV5H7GTC

not attested not anchored not stored refs pending

Fine-Tune an SLM or Prompt an LLM? The Case of Generating Low-Code Workflows

Emily Chen, Jingfei Chen, Maggie Baird, Orlando Marquez Ayala, Patrice Bechard

arxiv:2505.24189 v2 · 2025-05-30 · cs.LG · cs.AI · 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{S5CYRGCWC7XFWMRUC5VV5H7GTC}

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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

Quantifying Prior Dominance in RAG Systems

Receipt and verification

First computed	2026-07-05T11:38:29.766681Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

974588985617ee5b3234176b5e9fe6989de04c23f5a89d0754d9d725cd589ce0

Aliases

arxiv: 2505.24189 · arxiv_version: 2505.24189v2 · doi: 10.48550/arxiv.2505.24189 · pith_short_12: S5CYRGCWC7XF · pith_short_16: S5CYRGCWC7XFWMRU · pith_short_8: S5CYRGCW

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/S5CYRGCWC7XFWMRUC5VV5H7GTC \
  | 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: 974588985617ee5b3234176b5e9fe6989de04c23f5a89d0754d9d725cd589ce0

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "990df23bbaf97e2644d7418ee9d0307f0a56f095be5d2c3daf43e798ff85cda9",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-05-30T03:59:35Z",
    "title_canon_sha256": "624457a18721ef511891c3b6fb0cc2b9c85db577f11f06b18ea60da47f2f5b6e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.24189",
    "kind": "arxiv",
    "version": 2
  }
}