Pith Number

pith:RFSKNYLS

pith:2025:RFSKNYLSDNAEDYRZUYKK2WWLNR

not attested not anchored not stored refs pending

Evaluating the Effectiveness of LLMs in Fixing Maintainability Issues in Real-World Projects

Eduardo Figueiredo, Fischer Ferreira, Geanderson Esteves, Henrique Nunes, Larissa Rocha, Sarah Nadi

arxiv:2502.02368 v1 · 2025-02-04 · 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{RFSKNYLSDNAEDYRZUYKK2WWLNR}

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 vs. Human Unit Tests: Fault Detection on Real Python Bugs

A Blueprint for AI-Driven Software Quality: Integrating LLMs with Established Standards

Receipt and verification

First computed	2026-07-05T10:09:27.652583Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

8964a6e1721b4041e239a614ad5acb6c5951154519d9259ff740e4e1ef6fee30

Aliases

arxiv: 2502.02368 · arxiv_version: 2502.02368v1 · doi: 10.48550/arxiv.2502.02368 · pith_short_12: RFSKNYLSDNAE · pith_short_16: RFSKNYLSDNAEDYRZ · pith_short_8: RFSKNYLS

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/RFSKNYLSDNAEDYRZUYKK2WWLNR \
  | 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: 8964a6e1721b4041e239a614ad5acb6c5951154519d9259ff740e4e1ef6fee30

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e905a6e5dbc79ed75e4a68028919e5b1116cf10cd454a4bab51ee8cd486d01a5",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2025-02-04T14:50:23Z",
    "title_canon_sha256": "1c1f4d1c9e6542d1c45949e72ddcdbe36b26805df51b26031a44d39bc86d4697"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.02368",
    "kind": "arxiv",
    "version": 1
  }
}