Pith Number

pith:OGGGZMYZ

pith:2023:OGGGZMYZB2PZU23YBW4NURVGBW

not attested not anchored not stored refs pending

Prompt Engineering or Fine-Tuning: An Empirical Assessment of LLMs for Code

Clark Tang, Hadi Hemmati, Jiho Shin, Maleknaz Nayebi, Song Wang, Tahmineh Mohati

arxiv:2310.10508 v2 · 2023-10-11 · 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{OGGGZMYZB2PZU23YBW4NURVGBW}

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

9 papers in Pith

No Two Developers Think Alike: How Problem-Solving Styles and Experience Shape Needs in Conversational Interaction with Copilot

Benchmarking Empirical Privacy Protection for Adaptations of Large Language Models

Prompting GPT-5 on Scrum Certification Questions: An Empirical Accuracy Study

Comparing Large Language Models on Scrum Certification-Style Questions: Accuracy, Stability, and Error Patterns

CodePori: Large-Scale System for Autonomous Software Development Using Multi-Agent Technology

Receipt and verification

First computed	2026-07-05T10:17:05.474449Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

718c6cb3190e9f9a6b780db8da46a60d8074c5be8733b91ecd51f084dfc0c443

Aliases

arxiv: 2310.10508 · arxiv_version: 2310.10508v2 · doi: 10.48550/arxiv.2310.10508 · pith_short_12: OGGGZMYZB2PZ · pith_short_16: OGGGZMYZB2PZU23Y · pith_short_8: OGGGZMYZ

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/OGGGZMYZB2PZU23YBW4NURVGBW \
  | 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: 718c6cb3190e9f9a6b780db8da46a60d8074c5be8733b91ecd51f084dfc0c443

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "5ee756fda3e4b4cdabfea7aebeaa6c38587ab53421666634461f31747f03b5d6",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2023-10-11T00:21:00Z",
    "title_canon_sha256": "f01f4cfbae37a2b15c272b677fa48977827319954128e8351f5944081395f21f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2310.10508",
    "kind": "arxiv",
    "version": 2
  }
}