Pith Number

pith:QJITVX47

pith:2024:QJITVX47QFNEPDCXMQ6FNOAS5O

not attested not anchored not stored refs pending

LLMs as Continuous Learners: Improving the Reproduction of Defective Code in Software Issues

Binhua Li, Fei Huang, Rongyu Cao, Xiaodong Gu, Yalan Lin, Yingwei Ma, Yongbin Li

arxiv:2411.13941 v1 · 2024-11-21 · 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{QJITVX47QFNEPDCXMQ6FNOAS5O}

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

LLM Agents Can See Code Repositories

EXPEREPAIR: Dual-Memory Enhanced LLM-based Repository-Level Program Repair

Receipt and verification

First computed	2026-07-05T09:38:39.227779Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

82513adf9f815a478c57643c56b812eb8e6de3ef9f4a3c2f4a640c983ca7a963

Aliases

arxiv: 2411.13941 · arxiv_version: 2411.13941v1 · doi: 10.48550/arxiv.2411.13941 · pith_short_12: QJITVX47QFNE · pith_short_16: QJITVX47QFNEPDCX · pith_short_8: QJITVX47

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/QJITVX47QFNEPDCXMQ6FNOAS5O \
  | 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: 82513adf9f815a478c57643c56b812eb8e6de3ef9f4a3c2f4a640c983ca7a963

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "5499eb7a826bb783de3dfd72f909f731a6e43170a91646d249c76a60a99b93e1",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2024-11-21T08:49:23Z",
    "title_canon_sha256": "a49e2f2fd74153081237aed8d35f62a42ee3b50038877633e5a438662e575c43"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2411.13941",
    "kind": "arxiv",
    "version": 1
  }
}