Pith Number

pith:RVD2OGOK

pith:2025:RVD2OGOKXRGWBGL4WNDMAO2HKN

not attested not anchored not stored refs pending

Evaluating the Effectiveness of Small Language Models in Detecting Refactoring Bugs

Jonhnanthan Oliveira, Marcio Ribeiro, Rohit Gheyi

arxiv:2502.18454 v2 · 2025-02-25 · cs.SE

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\usepackage{pith}
\pithnumber{RVD2OGOKXRGWBGL4WNDMAO2HKN}

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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

Detecting Behavioral Changes in Python Refactoring Implementations with Foundation Models

Receipt and verification

First computed	2026-07-05T10:41:00.385502Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

8d47a719cabc4d60997cb346c03b4753481cca6dca8f60fb22ca47772b325770

Aliases

arxiv: 2502.18454 · arxiv_version: 2502.18454v2 · doi: 10.48550/arxiv.2502.18454 · pith_short_12: RVD2OGOKXRGW · pith_short_16: RVD2OGOKXRGWBGL4 · pith_short_8: RVD2OGOK

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/RVD2OGOKXRGWBGL4WNDMAO2HKN \
  | 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: 8d47a719cabc4d60997cb346c03b4753481cca6dca8f60fb22ca47772b325770

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f168d8a5b3b461dfadb9c2253c98d6bb2bd66462b050972afaab9f3780b1ea8f",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2025-02-25T18:52:28Z",
    "title_canon_sha256": "53d10cf18c5c91cf36d6b67d19ffc2c3297ccdf2e895ee5fe2b472c993a4cfd0"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.18454",
    "kind": "arxiv",
    "version": 2
  }
}