Pith Number

pith:YVNVP3KL

pith:2025:YVNVP3KLNM6C4VEAEHFXOU5TIY

not attested not anchored not stored refs pending

Effective LLM-Driven Code Generation with Pythoness

Emery D. Berger, Kyla H. Levin, Kyle Gwilt, Stephen N. Freund

arxiv:2501.02138 v1 · 2025-01-03 · cs.PL · cs.AI · cs.SE

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{YVNVP3KLNM6C4VEAEHFXOU5TIY}

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.

Cited by

1 paper in Pith

From Text to DSL: Evaluating Grammar-Based Model Generation Using Open LLMs

Receipt and verification

First computed	2026-07-05T09:57:02.780713Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c55b57ed4b6b3c2e548021cb7753b3460611ec560c40faec62473e21257dc7a4

Aliases

arxiv: 2501.02138 · arxiv_version: 2501.02138v1 · doi: 10.48550/arxiv.2501.02138 · pith_short_12: YVNVP3KLNM6C · pith_short_16: YVNVP3KLNM6C4VEA · pith_short_8: YVNVP3KL

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/YVNVP3KLNM6C4VEAEHFXOU5TIY \
  | 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: c55b57ed4b6b3c2e548021cb7753b3460611ec560c40faec62473e21257dc7a4

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "18ce17e4efd110151f4e5142cf36eb1fb964c52fccd9088d7f8295d1c0fa76fb",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.SE"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.PL",
    "submitted_at": "2025-01-03T23:14:46Z",
    "title_canon_sha256": "1551a72357e2e407b096c2d36e63993440d571ae171c93052ac76feba9b9eb86"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2501.02138",
    "kind": "arxiv",
    "version": 1
  }
}