Pith Number

pith:XG3FQVTZ

pith:2024:XG3FQVTZKOZAEGXSGYC76XREH7

not attested not anchored not stored refs pending

Uncovering Weaknesses in Neural Code Generation

Cuiyun Gao, Fang Liu, Jieping Ma, Lin Shi, Li Zhang, Shuaisong Wang, Xiaoli Lian, Xin Tan

arxiv:2407.09793 v2 · 2024-07-13 · 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{XG3FQVTZKOZAEGXSGYC76XREH7}

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	2026-07-05T08:44:57.015833Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b9b658567953b2021af23605ff5e243fefdbb45441bc2edbadf2952ea703cf56

Aliases

arxiv: 2407.09793 · arxiv_version: 2407.09793v2 · doi: 10.48550/arxiv.2407.09793 · pith_short_12: XG3FQVTZKOZA · pith_short_16: XG3FQVTZKOZAEGXS · pith_short_8: XG3FQVTZ

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/XG3FQVTZKOZAEGXSGYC76XREH7 \
  | 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: b9b658567953b2021af23605ff5e243fefdbb45441bc2edbadf2952ea703cf56

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "5ebaefa46c8415b53b375be24d2bef52ccd3290fe72cddba11766085b182a5a7",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2024-07-13T07:31:43Z",
    "title_canon_sha256": "2418993b8e3cd17fe5e8cb098fa8e5feb092c8ec2f7d64b3b45c5a481fe55555"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2407.09793",
    "kind": "arxiv",
    "version": 2
  }
}