Pith Number

pith:LK6ZM5WC

pith:2023:LK6ZM5WC4WWRPWYFJCPIRUXNID

not attested not anchored not stored refs pending

Large Language Models of Code Fail at Completing Code with Potential Bugs

George Karypis, Jinman Zhao, Leonard Lausen, Renato Negrinho, Samson Tan, Sheng Zha, Tuan Dinh

arxiv:2306.03438 v2 · 2023-06-06 · cs.LG · cs.AI · cs.CL · 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{LK6ZM5WC4WWRPWYFJCPIRUXNID}

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

Falsification, Not Exposure: An Internally Preregistered Placebo-Controlled Decomposition of Self-Repair Feedback in Frozen Small Code Models

SWE-bench: Can Language Models Resolve Real-World GitHub Issues?

Receipt and verification

First computed	2026-07-05T07:18:58.425470Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5abd9676c2e5ad17db05489e88d2ed40f565c659514762475f1aa83cbea9e88e

Aliases

arxiv: 2306.03438 · arxiv_version: 2306.03438v2 · doi: 10.48550/arxiv.2306.03438 · pith_short_12: LK6ZM5WC4WWR · pith_short_16: LK6ZM5WC4WWRPWYF · pith_short_8: LK6ZM5WC

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/LK6ZM5WC4WWRPWYFJCPIRUXNID \
  | 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: 5abd9676c2e5ad17db05489e88d2ed40f565c659514762475f1aa83cbea9e88e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "3a91c3e3f2179142215480e67805c756617485fda68c2d9d2fb412bdc56c496f",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL",
      "cs.SE"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-06-06T06:35:27Z",
    "title_canon_sha256": "77f15755c6e75de463cf9a44d313baad9c6ffc5946b7f1956e746fcd850888b9"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2306.03438",
    "kind": "arxiv",
    "version": 2
  }
}