Pith Number

pith:K2UV4K2L

pith:2023:K2UV4K2LCNZIDFFPCO7EZGRXTS

not attested not anchored not stored refs pending

Decoding Logic Errors: A Comparative Study on Bug Detection by Students and Large Language Models

Andrew Tran, Arto Hellas, Joanne Kim, Juho Leinonen, Paul Denny, Sami Sarsa, Seth Bernstein, Stephen MacNeil

arxiv:2311.16017 v1 · 2023-11-27 · cs.HC · 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{K2UV4K2LCNZIDFFPCO7EZGRXTS}

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	2026-07-05T07:17:12.558677Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

56a95e2b4b13728194af13be4c9a379cb092ef924349861a7cef479bbefa730b

Aliases

arxiv: 2311.16017 · arxiv_version: 2311.16017v1 · doi: 10.48550/arxiv.2311.16017 · pith_short_12: K2UV4K2LCNZI · pith_short_16: K2UV4K2LCNZIDFFP · pith_short_8: K2UV4K2L

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/K2UV4K2LCNZIDFFPCO7EZGRXTS \
  | 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: 56a95e2b4b13728194af13be4c9a379cb092ef924349861a7cef479bbefa730b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f6ee9861c1a1b8191e2d7efa6bf9de20251337946dfe6e28f3a1662a770f2336",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by-sa/4.0/",
    "primary_cat": "cs.HC",
    "submitted_at": "2023-11-27T17:28:33Z",
    "title_canon_sha256": "5a0c04d127c575ee91d899650b9e18b49fc2deb167ed93e97677c1ccf0f7d86a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2311.16017",
    "kind": "arxiv",
    "version": 1
  }
}