Pith Number

pith:DU62QPZP

pith:2023:DU62QPZPFT44IADEDHXQKYHH6P

not attested not anchored not stored refs pending

A Preliminary Analysis on the Code Generation Capabilities of GPT-3.5 and Bard AI Models for Java Functions

Giuseppe Destefanis, Marco Ortu, Silvia Bartolucci

arxiv:2305.09402 v1 · 2023-05-16 · cs.SE · cs.CL

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{DU62QPZPFT44IADEDHXQKYHH6P}

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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

1 paper in Pith

The Performance of the LSTM-based Code Generated by Large Language Models (LLMs) in Forecasting Time Series Data

Receipt and verification

First computed	2026-07-05T06:10:47.569542Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1d3da83f2f2cf9c4006419ef0560e7f3ef9e47c409ad3967cd57ca85f755e107

Aliases

arxiv: 2305.09402 · arxiv_version: 2305.09402v1 · doi: 10.48550/arxiv.2305.09402 · pith_short_12: DU62QPZPFT44 · pith_short_16: DU62QPZPFT44IADE · pith_short_8: DU62QPZP

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/DU62QPZPFT44IADEDHXQKYHH6P \
  | 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: 1d3da83f2f2cf9c4006419ef0560e7f3ef9e47c409ad3967cd57ca85f755e107

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "37b73d99f7115149e1dd63e047a9655a9816b1266649ab01018a2741a315b4e7",
    "cross_cats_sorted": [
      "cs.CL"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2023-05-16T12:44:39Z",
    "title_canon_sha256": "5f6f07ee3d83cdb4d78451229074e930fe14044c0bb9ed9f928d4660de77c166"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2305.09402",
    "kind": "arxiv",
    "version": 1
  }
}