Pith Number

pith:435KHTFK

pith:2023:435KHTFKFQSJ5ZYH6536YD7IIH

not attested not anchored not stored refs pending

Large Language Models for Test-Free Fault Localization

Aidan Z.H. Yang, Claire Le Goues, Ruben Martins, Vincent J. Hellendoorn

arxiv:2310.01726 v1 · 2023-10-03 · cs.SE · cs.LG

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{435KHTFKFQSJ5ZYH6536YD7IIH}

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

1 paper in Pith

Knowledge-Graph-Driven Data Synthesis for Low-Resource Software Development: A HarmonyOS Case Study

Receipt and verification

First computed	2026-07-05T06:56:45.248983Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e6faa3ccaa2c249ee707f777ec0fe841f2e2881df331a35b28f7f9efa4def080

Aliases

arxiv: 2310.01726 · arxiv_version: 2310.01726v1 · doi: 10.48550/arxiv.2310.01726 · pith_short_12: 435KHTFKFQSJ · pith_short_16: 435KHTFKFQSJ5ZYH · pith_short_8: 435KHTFK

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/435KHTFKFQSJ5ZYH6536YD7IIH \
  | 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: e6faa3ccaa2c249ee707f777ec0fe841f2e2881df331a35b28f7f9efa4def080

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "50ff6db7d6361199a8b6735aa5c1bf296dc4ad5341d5da6919c9f2c66292becb",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2023-10-03T01:26:39Z",
    "title_canon_sha256": "59c8314add10f81b97a9ad9479c91352be1be155e500ca3fb9bf55d5366ad29c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2310.01726",
    "kind": "arxiv",
    "version": 1
  }
}