Pith Number

pith:7HIDKX5Y

pith:2025:7HIDKX5YZPWSFOGHTE7HGO3NCY

not attested not anchored not stored refs pending

Navigating Pitfalls: Evaluating LLMs in Machine Learning Programming Education

Hind Zantout, Manuel Maarek, Michael A. Lones, Smitha Kumar

arxiv:2505.18220 v1 · 2025-05-23 · cs.CY · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{7HIDKX5YZPWSFOGHTE7HGO3NCY}

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.

Receipt and verification

First computed	2026-07-05T11:08:43.126191Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f9d0355fb8cbed22b8c7993e733b6d163e69e298cb1d0b46c9357e03e032f883

Aliases

arxiv: 2505.18220 · arxiv_version: 2505.18220v1 · doi: 10.48550/arxiv.2505.18220 · pith_short_12: 7HIDKX5YZPWS · pith_short_16: 7HIDKX5YZPWSFOGH · pith_short_8: 7HIDKX5Y

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/7HIDKX5YZPWSFOGHTE7HGO3NCY \
  | 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: f9d0355fb8cbed22b8c7993e733b6d163e69e298cb1d0b46c9357e03e032f883

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "5404de1261e4e286514e2c4a0e7c26e37c7e7efce7b26f6e8e7a007e421681a5",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CY",
    "submitted_at": "2025-05-23T08:39:58Z",
    "title_canon_sha256": "97fbf2ad1216cc7e66953237e8e8ab7bdc5d3c50ee2f05767866bba6c2f9db6c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.18220",
    "kind": "arxiv",
    "version": 1
  }
}