Pith Number

pith:PLU3ETJJ

pith:2024:PLU3ETJJTYTDHTFQLMRP5Y53ED

not attested not anchored not stored refs pending

A Deep Dive into Large Language Models for Automated Bug Localization and Repair

Hoan Nguyen, Nan Jiang, Omer Tripp, Qiang Zhou, Soneya Binta Hossain, Wen-Hao Chiang, Xiaopeng Li, Yingjun Lyu

arxiv:2404.11595 v3 · 2024-04-17 · 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{PLU3ETJJTYTDHTFQLMRP5Y53ED}

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	2026-07-05T08:17:49.351464Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7ae9b24d299e2633ccb05b22fee3bb20c07e31e61d4f2fea575253467cd33510

Aliases

arxiv: 2404.11595 · arxiv_version: 2404.11595v3 · doi: 10.48550/arxiv.2404.11595 · pith_short_12: PLU3ETJJTYTD · pith_short_16: PLU3ETJJTYTDHTFQ · pith_short_8: PLU3ETJJ

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/PLU3ETJJTYTDHTFQLMRP5Y53ED \
  | 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: 7ae9b24d299e2633ccb05b22fee3bb20c07e31e61d4f2fea575253467cd33510

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ccbb37829c45d0e3aa97750771549aff489ae2134a4517ab8f7b1ca911533e05",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2024-04-17T17:48:18Z",
    "title_canon_sha256": "6fca8f89d61aded9ccca0ee26e04f272caaa75f339e3de61e1bbfe0f11c89620"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2404.11595",
    "kind": "arxiv",
    "version": 3
  }
}