Pith Number

pith:SPAYMY2Y

pith:2023:SPAYMY2YJDTZZVOATSJJXBKG3F

not attested not anchored not stored refs pending

Impact of Code Language Models on Automated Program Repair

Kevin Liu, Lin Tan, Nan Jiang, Thibaud Lutellier

arxiv:2302.05020 v3 · 2023-02-10 · 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{SPAYMY2YJDTZZVOATSJJXBKG3F}

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

3 papers in Pith

An Insight into Security Code Review with LLMs: Capabilities, Obstacles, and Influential Factors

Is Your Code Generated by ChatGPT Really Correct? Rigorous Evaluation of Large Language Models for Code Generation

LiveCodeBench: Holistic and Contamination Free Evaluation of Large Language Models for Code

Receipt and verification

First computed	2026-07-05T06:01:17.139343Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

93c186635848e79cd5c09c929b8546d9513b4809aef4fcd2c672235e2c22bd87

Aliases

arxiv: 2302.05020 · arxiv_version: 2302.05020v3 · doi: 10.48550/arxiv.2302.05020 · pith_short_12: SPAYMY2YJDTZ · pith_short_16: SPAYMY2YJDTZZVOA · pith_short_8: SPAYMY2Y

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/SPAYMY2YJDTZZVOATSJJXBKG3F \
  | 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: 93c186635848e79cd5c09c929b8546d9513b4809aef4fcd2c672235e2c22bd87

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ce76c3d31ffa945c9dd38d865bef373071905dae9c6ffc25b75236d0a65c1020",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2023-02-10T02:29:37Z",
    "title_canon_sha256": "f66a36abf71dfe3869d6493e4b609ff5c4111c996658c26cabae3ed4b9ac4aa7"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2302.05020",
    "kind": "arxiv",
    "version": 3
  }
}