Pith Number

pith:OSFHLPEW

pith:2021:OSFHLPEW3TPJMJ5YX3CUDNN4K7

not attested not anchored not stored refs pending

DeepDebug: Fixing Python Bugs Using Stack Traces, Backtranslation, and Code Skeletons

Colin B. Clement, Dawn Drain, Guillermo Serrato, Neel Sundaresan

arxiv:2105.09352 v1 · 2021-05-19 · 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{OSFHLPEW3TPJMJ5YX3CUDNN4K7}

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

The Impact of Fine-tuning Large Language Models on Automated Program Repair

Receipt and verification

First computed	2026-07-05T02:41:51.799835Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

748a75bc96dcde9627b8bec541b5bc57c5037b32a877a112f724b178126595bb

Aliases

arxiv: 2105.09352 · arxiv_version: 2105.09352v1 · doi: 10.48550/arxiv.2105.09352 · pith_short_12: OSFHLPEW3TPJ · pith_short_16: OSFHLPEW3TPJMJ5Y · pith_short_8: OSFHLPEW

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/OSFHLPEW3TPJMJ5YX3CUDNN4K7 \
  | 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: 748a75bc96dcde9627b8bec541b5bc57c5037b32a877a112f724b178126595bb

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a765077f1d5b95964a7cd1ad484a92d23d6774b01bdd3d17d8c7f077f36b3c38",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2021-05-19T18:40:16Z",
    "title_canon_sha256": "0e1dc3c5e59debf3ce487ae384574f90c0b8c34fe3f814594034fa62213c5f42"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2105.09352",
    "kind": "arxiv",
    "version": 1
  }
}