Pith Number

pith:PQURVD7W

pith:2025:PQURVD7WDMUCXDVVB67Z7K5ZG7

not attested not anchored not stored refs pending

A Taxonomy of Inefficiencies in LLM-Generated Python Code

Altaf Allah Abbassi, Amin Nikanjam, Foutse Khomh, Leuson Da Silva

arxiv:2503.06327 v3 · 2025-03-08 · cs.SE

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{PQURVD7WDMUCXDVVB67Z7K5ZG7}

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

5 papers in Pith

An Empirical Study on Logging Evolution On Stack Overflow: Trends, Topics, and Challenges

SpecDB: LLM-Generated Customized Databases via Feature-Oriented Decomposition

Architectures of Error: A Philosophical Inquiry into AI and Human Code Generation

Bridging Generation and Training: A Systematic Review of Quality Issues in LLMs for Code

ARIADNE: Agentic Reward-Informed Adaptive Decision Exploration via Blackboard-Driven MCTS for Competitive Program Generation

Receipt and verification

First computed	2026-07-05T11:51:23.088094Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7c291a8ff61b282b8eb50fbf9fabb937cd35e825a5a7fd1aa643df0fecc478c1

Aliases

arxiv: 2503.06327 · arxiv_version: 2503.06327v3 · doi: 10.48550/arxiv.2503.06327 · pith_short_12: PQURVD7WDMUC · pith_short_16: PQURVD7WDMUCXDVV · pith_short_8: PQURVD7W

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/PQURVD7WDMUCXDVVB67Z7K5ZG7 \
  | 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: 7c291a8ff61b282b8eb50fbf9fabb937cd35e825a5a7fd1aa643df0fecc478c1

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f04ef9a22f7d2cf484e3e05a2588a4aea56587fca626c4388ba2ece2e7627924",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2025-03-08T19:51:52Z",
    "title_canon_sha256": "40fbaea9ac25879a5b8a6b1bde411ee8ebb1fc7d7beb19bbfa55e9b724c998a7"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2503.06327",
    "kind": "arxiv",
    "version": 3
  }
}