Pith Number

pith:JEW367K5

pith:2026:JEW367K5DMDLXVRACKC5HMDO3B

not attested not anchored not stored refs pending

Reinforcement learning to improve large language model-based automated code compliance systems

Jack Wei Lun Shi, Justin K.W. Yeoh, Leong Hien Poh, Minghao Dang, Wawan Solihin

arxiv:2606.22402 v1 · 2026-06-21 · cs.SE · cs.AI · 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{JEW367K5DMDLXVRACKC5HMDO3B}

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	2026-06-23T02:13:37.485119Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

492dbf7d5d1b06bbd6201285d3b06ed8465d27d77c9c634297e29b508b91c53e

Aliases

arxiv: 2606.22402 · arxiv_version: 2606.22402v1 · doi: 10.48550/arxiv.2606.22402 · pith_short_12: JEW367K5DMDL · pith_short_16: JEW367K5DMDLXVRA · pith_short_8: JEW367K5

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/JEW367K5DMDLXVRACKC5HMDO3B \
  | 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: 492dbf7d5d1b06bbd6201285d3b06ed8465d27d77c9c634297e29b508b91c53e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "05fc1e4b675b47c172aa5dc5842d06ab613871a6735e58d6d031ecaefbb2cae6",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2026-06-21T09:17:02Z",
    "title_canon_sha256": "ed0ebff75722e01930080794e015025e8c1384144a3b0ed74bc536aa93cc9a8c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2606.22402",
    "kind": "arxiv",
    "version": 1
  }
}