Pith Number

pith:EOOLIBU7

pith:2025:EOOLIBU7RNQSE3BUVCLIYVIJTB

not attested not anchored not stored refs pending

Improving LLM-Based Fault Localization with External Memory and Project Context

Duksan Ryu, Inseok Yeo, Jongmoon Baik

arxiv:2506.03585 v1 · 2025-06-04 · 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{EOOLIBU7RNQSE3BUVCLIYVIJTB}

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

4 papers in Pith

How Much Static Structure Do Code Agents Need? A Study of Deterministic Anchoring

Can Language Models Go Beyond Coding? Assessing the Capability of Language Models to Build Real-World Systems

SieveFL: Hierarchical Runtime-Aware Pruning for Scalable LLM-Based Fault Localization

Receipt and verification

First computed	2026-07-05T11:15:30.765305Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

239cb4069f8b61226c34a8968c5509985a7a6491386e9c5d3bafdb36618b0a7b

Aliases

arxiv: 2506.03585 · arxiv_version: 2506.03585v1 · doi: 10.48550/arxiv.2506.03585 · pith_short_12: EOOLIBU7RNQS · pith_short_16: EOOLIBU7RNQSE3BU · pith_short_8: EOOLIBU7

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/EOOLIBU7RNQSE3BUVCLIYVIJTB \
  | 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: 239cb4069f8b61226c34a8968c5509985a7a6491386e9c5d3bafdb36618b0a7b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "6a9273fa54a109e81702749e044aff194c3bbe2cc5cdcfa960dd47966fe0da7e",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2025-06-04T05:33:32Z",
    "title_canon_sha256": "2c542eabc4719ff553a793206dd4e424884687efce8f4066a0852697b37c4ade"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2506.03585",
    "kind": "arxiv",
    "version": 1
  }
}