Pith Number

pith:6XEYCQAU

pith:2026:6XEYCQAURY54IF4FFNLELAYZNL

not attested not anchored not stored refs pending

Beyond Correctness: Enhancing Architectural Reasoning in Code LLMs via Scalable Labeling with Agentic Judgment

Ahmed E. Hassan, Arthur Leung, Benjamin Rombaut, Boyuan Chen, Dayi Lin, Jiahuei Lin (Justina), Kirill Vasilevski, Milad Soltany, Ruochen Deng, Shaowei Wang, Ximing Dong

arxiv:2606.14948 v2 · 2026-06-12 · cs.SE · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{6XEYCQAURY54IF4FFNLELAYZNL}

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	2026-07-08T01:18:31.496288Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f5c98140148e3bc417852b564583196af49dda892392db0586eeb0be3bbac13c

Aliases

arxiv: 2606.14948 · arxiv_version: 2606.14948v2 · doi: 10.48550/arxiv.2606.14948 · pith_short_12: 6XEYCQAURY54 · pith_short_16: 6XEYCQAURY54IF4F · pith_short_8: 6XEYCQAU

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/6XEYCQAURY54IF4FFNLELAYZNL \
  | 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: f5c98140148e3bc417852b564583196af49dda892392db0586eeb0be3bbac13c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "463926777d5f71d90d3605a7261317787ef572b855740c0d7bd3bfe87fd8f1df",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2026-06-12T20:46:04Z",
    "title_canon_sha256": "43fcdcfa99bb6f301657883655d6a8939d2c5a0f95ad3bf753172b323799bfce"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2606.14948",
    "kind": "arxiv",
    "version": 2
  }
}