Pith Number

pith:4JD4FGZA

pith:2024:4JD4FGZAZ5FUBPUDY45NEOBLY4

not attested not anchored not stored refs pending

Exploring Parameter-Efficient Fine-Tuning of Large Language Model on Automated Program Repair

Chen Zhi, Guochang Li, Jialiang Chen, Junxiao Han, Shuiguang Deng

arxiv:2406.05639 v2 · 2024-06-09 · cs.SE

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\usepackage{pith}
\pithnumber{4JD4FGZAZ5FUBPUDY45NEOBLY4}

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Record completeness

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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

1 paper in Pith

The Impact of Fine-tuning Large Language Models on Automated Program Repair

Receipt and verification

First computed	2026-07-05T09:06:06.200498Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e247c29b20cf4b40be83c73ad2382bc71bf0214c86ae194517ad46f22067ab38

Aliases

arxiv: 2406.05639 · arxiv_version: 2406.05639v2 · doi: 10.48550/arxiv.2406.05639 · pith_short_12: 4JD4FGZAZ5FU · pith_short_16: 4JD4FGZAZ5FUBPUD · pith_short_8: 4JD4FGZA

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/4JD4FGZAZ5FUBPUDY45NEOBLY4 \
  | 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: e247c29b20cf4b40be83c73ad2382bc71bf0214c86ae194517ad46f22067ab38

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "791a60a8ac68cf03d349b932978eacb35c20c987bedd5f6131400ccdc2e8fe24",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2024-06-09T04:42:19Z",
    "title_canon_sha256": "63f708723a46b0960785967a00a1fbf78e37accb4e0e222d29a04f81cafe50b2"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2406.05639",
    "kind": "arxiv",
    "version": 2
  }
}