Pith Number

pith:6DJB5QT3

pith:2022:6DJB5QT3OMRRHU5W4ONWOW2F65

not attested not anchored not stored refs pending

Repairing Bugs in Python Assignments Using Large Language Models

Gustavo Soares, Gust Verbruggen, Jialu Zhang, Jos\'e Cambronero, Ruzica Piskac, Sumit Gulwani, Vu Le

arxiv:2209.14876 v1 · 2022-09-29 · 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{6DJB5QT3OMRRHU5W4ONWOW2F65}

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

3 papers in Pith

An Explainable AI Assistant for Introductory Programming Education: Improving Feedback Reliability with Instructor-AI Collaboration

Bug-Report-Driven Fault Localization: Industrial Benchmarking and Lesson Learned at ABB Robotics

Receipt and verification

First computed	2026-07-05T05:02:06.689850Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f0d21ec27b732313d3b6e39b675b45f74ae5f67e5488682e4575445efffe2eaa

Aliases

arxiv: 2209.14876 · arxiv_version: 2209.14876v1 · doi: 10.48550/arxiv.2209.14876 · pith_short_12: 6DJB5QT3OMRR · pith_short_16: 6DJB5QT3OMRRHU5W · pith_short_8: 6DJB5QT3

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/6DJB5QT3OMRRHU5W4ONWOW2F65 \
  | 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: f0d21ec27b732313d3b6e39b675b45f74ae5f67e5488682e4575445efffe2eaa

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "405f0849276626d52324429458e38da32eb029f27f5129b840e596c09ba30777",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2022-09-29T15:41:17Z",
    "title_canon_sha256": "ce74af8dab526336f9070afd29d3c4c7179b81df5cfd643942264f54b545c53b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2209.14876",
    "kind": "arxiv",
    "version": 1
  }
}