Pith Number

pith:UGUZ7GGZ

pith:2024:UGUZ7GGZR6PABYABSGZZMPXKV5

not attested not anchored not stored refs pending

Evaluation of the Programming Skills of Large Language Models

Christopher Scherb, Joun Chamas, Luc Bryan Heitz

arxiv:2405.14388 v1 · 2024-05-23 · cs.SE · cs.CL · cs.CR

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{UGUZ7GGZR6PABYABSGZZMPXKV5}

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

1 paper in Pith

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

Receipt and verification

First computed	2026-07-05T08:22:14.078818Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a1a99f98d98f9e00e00191b3963eeaaf49c877a465d128203a7c1d967a827304

Aliases

arxiv: 2405.14388 · arxiv_version: 2405.14388v1 · doi: 10.48550/arxiv.2405.14388 · pith_short_12: UGUZ7GGZR6PA · pith_short_16: UGUZ7GGZR6PABYAB · pith_short_8: UGUZ7GGZ

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/UGUZ7GGZR6PABYABSGZZMPXKV5 \
  | 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: a1a99f98d98f9e00e00191b3963eeaaf49c877a465d128203a7c1d967a827304

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "5a858ded798ec0ed23d59d92a3829b6478b8209a87e2b365aa1e5d77d033f516",
    "cross_cats_sorted": [
      "cs.CL",
      "cs.CR"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2024-05-23T10:04:36Z",
    "title_canon_sha256": "3468e0d039b7d4eb86d9c09dc9430f1cf960169aa9c04156866a3bec13d5d2b1"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2405.14388",
    "kind": "arxiv",
    "version": 1
  }
}