Pith Number

pith:4UZU75CU

pith:2024:4UZU75CUWOFHLGFZQ55AJ5HHUT

not attested not anchored not stored refs pending

Can ChatGPT Support Developers? An Empirical Evaluation of Large Language Models for Code Generation

Chung-Yu Wang, Hadi Hemmati, Hung Viet Pham, Kailun Jin

arxiv:2402.11702 v2 · 2024-02-18 · cs.SE · cs.AI · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{4UZU75CUWOFHLGFZQ55AJ5HHUT}

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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

How Robust are LLM-Generated Library Imports? An Empirical Study using Stack Overflow

Receipt and verification

First computed	2026-07-05T07:56:59.704063Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e5334ff454b38a7598b9877a04f4e7a4e3dc67203111200ee1a93d08809842d0

Aliases

arxiv: 2402.11702 · arxiv_version: 2402.11702v2 · doi: 10.48550/arxiv.2402.11702 · pith_short_12: 4UZU75CUWOFH · pith_short_16: 4UZU75CUWOFHLGFZ · pith_short_8: 4UZU75CU

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/4UZU75CUWOFHLGFZQ55AJ5HHUT \
  | 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: e5334ff454b38a7598b9877a04f4e7a4e3dc67203111200ee1a93d08809842d0

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7d354060e6c6ad23c0c4d57786fa9136bfdd7d237effcb71130f272cc5bc1e22",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2024-02-18T20:48:09Z",
    "title_canon_sha256": "0bf526305c64597f06b57164aea1ac4bcbe033ca154a46f775c3a374d1a6b09e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.11702",
    "kind": "arxiv",
    "version": 2
  }
}