Pith Number

pith:EGHZS4VT

pith:2025:EGHZS4VTAPQ5GXAF3NQTU2KZBK

not attested not anchored not stored refs pending

Studying How Configurations Impact Code Generation in LLMs: the Case of ChatGPT

Benedetta Donato, Daniela Micucci, Leonardo Mariani, Oliviero Riganelli

arxiv:2502.17450 v1 · 2025-02-07 · cs.SE

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\usepackage{pith}
\pithnumber{EGHZS4VTAPQ5GXAF3NQTU2KZBK}

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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

4 papers in Pith

A Study of LLMs' Preferences for Libraries and Programming Languages

Library Hallucinations in LLM-Generated Code: A Risk Analysis Grounded in Developer Queries

Context-Guided Decompilation: A Step Towards Re-executability

Dataset-Level Metrics Attenuate Non-Determinism: A Fine-Grained Non-Determinism Evaluation in Diffusion Language Models

Receipt and verification

First computed	2026-07-05T10:19:10.888098Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

218f9972b303e1d35c05db613a69590a9af3ed1162e51f7e519aa565046eab0b

Aliases

arxiv: 2502.17450 · arxiv_version: 2502.17450v1 · doi: 10.48550/arxiv.2502.17450 · pith_short_12: EGHZS4VTAPQ5 · pith_short_16: EGHZS4VTAPQ5GXAF · pith_short_8: EGHZS4VT

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/EGHZS4VTAPQ5GXAF3NQTU2KZBK \
  | 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: 218f9972b303e1d35c05db613a69590a9af3ed1162e51f7e519aa565046eab0b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b064799de73e0255c0a059142ada4d588f71f6ef90c48e34fa9727c6e4073205",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2025-02-07T18:04:14Z",
    "title_canon_sha256": "5747183ded80302bdb29fff022875a68520e2018298250d3b0aaca8d599e914d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.17450",
    "kind": "arxiv",
    "version": 1
  }
}