Pith Number

pith:VNEM7UI7

pith:2025:VNEM7UI73IHDBEYCM4PHU53DOZ

not attested not anchored not stored refs pending

The Art of Repair: Optimizing Iterative Program Repair with Instruction-Tuned Models

Fernando Vallecillos Ruiz, Leon Moonen, Max Hort

arxiv:2505.02931 v1 · 2025-05-05 · cs.SE · cs.AI · cs.CL · 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{VNEM7UI73IHDBEYCM4PHU53DOZ}

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

Neural Code Translation of Legacy Code: APL to C#

SAFEdit: Does Multi-Agent Decomposition Resolve the Reliability Challenges of Instructed Code Editing?

Receipt and verification

First computed	2026-07-05T10:58:49.604157Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ab48cfd11fda0e309302671e7a77637643d6a4c39144a14a602f3e25087becc6

Aliases

arxiv: 2505.02931 · arxiv_version: 2505.02931v1 · doi: 10.48550/arxiv.2505.02931 · pith_short_12: VNEM7UI73IHD · pith_short_16: VNEM7UI73IHDBEYC · pith_short_8: VNEM7UI7

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/VNEM7UI73IHDBEYCM4PHU53DOZ \
  | 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: ab48cfd11fda0e309302671e7a77637643d6a4c39144a14a602f3e25087becc6

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "315ae78e5ec6323f5b30ebe39daf2ac81afef676cf42092184139fb49a593266",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2025-05-05T18:06:51Z",
    "title_canon_sha256": "215c92a2c7a080dc637aaeafd5de58f6ea300de7f1e3003c408df1c4f52b0365"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.02931",
    "kind": "arxiv",
    "version": 1
  }
}