Pith Number

pith:M4POQYTB

pith:2024:M4POQYTBNALD6ZH6UYHFXM3PBM

not attested not anchored not stored refs pending

Beyond Code Generation: Assessing Code LLM Maturity with Postconditions

Fusen He, Juan Zhai, Minxue Pan

arxiv:2407.14118 v1 · 2024-07-19 · 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{M4POQYTBNALD6ZH6UYHFXM3PBM}

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

2 papers in Pith

EyeMulator: Improving Code Language Models by Mimicking Human Visual Attention

FVRuleLearner: Operator-Level Reasoning Tree (Op-Tree)-Based Rules Learning for Formal Verification

Receipt and verification

First computed	2026-07-05T08:45:58.671063Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

671ee8626168163f64fea60e5bb36f0b133374c147e4c0647876a3725ebe5e1f

Aliases

arxiv: 2407.14118 · arxiv_version: 2407.14118v1 · doi: 10.48550/arxiv.2407.14118 · pith_short_12: M4POQYTBNALD · pith_short_16: M4POQYTBNALD6ZH6 · pith_short_8: M4POQYTB

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/M4POQYTBNALD6ZH6UYHFXM3PBM \
  | 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: 671ee8626168163f64fea60e5bb36f0b133374c147e4c0647876a3725ebe5e1f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "065c81e9641dfb5712d9cd19edcfca75228fb5354a5e50a944dfe6fd28c8184a",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2024-07-19T08:34:30Z",
    "title_canon_sha256": "14540327d4ccacc50e1db970d233756bb011c41ab4d2bffab8814408c5f1f5f2"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2407.14118",
    "kind": "arxiv",
    "version": 1
  }
}