Pith Number

pith:KYLULEUH

pith:2025:KYLULEUHUWE3R6TYOOHKGL5FIW

not attested not anchored not stored refs pending

LLM-as-a-Judge for Reference-less Automatic Code Validation and Refinement for Natural Language to Bash in IT Automation

Brent Paulovicks, Ngoc Phuoc An Vo, Vadim Sheinin

arxiv:2506.11237 v1 · 2025-06-12 · cs.SE · 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{KYLULEUHUWE3R6TYOOHKGL5FIW}

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.

Receipt and verification

First computed	2026-07-05T11:21:01.515488Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5617459287a589b8fa78738ea32fa545b65744067daf3360d92b971c1558242e

Aliases

arxiv: 2506.11237 · arxiv_version: 2506.11237v1 · doi: 10.48550/arxiv.2506.11237 · pith_short_12: KYLULEUHUWE3 · pith_short_16: KYLULEUHUWE3R6TY · pith_short_8: KYLULEUH

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/KYLULEUHUWE3R6TYOOHKGL5FIW \
  | 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: 5617459287a589b8fa78738ea32fa545b65744067daf3360d92b971c1558242e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f87de29bb4c8d3d38df9c31a4f807c1ade89b6cf82c5b41595da5d36c899f252",
    "cross_cats_sorted": [
      "cs.CL"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2025-06-12T19:15:05Z",
    "title_canon_sha256": "79ca1da733b892e644a90dfc6902e53ce292817bedb4a036a8d25d981af00ce4"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2506.11237",
    "kind": "arxiv",
    "version": 1
  }
}