Pith Number

pith:64X6GEWE

pith:2024:64X6GEWEHOKMZNTBBZPC4UC4IO

not attested not anchored not stored refs pending

Automating Autograding: Large Language Models as Test Suite Generators for Introductory Programming

Ibrahim Albluwi, Paul Denny, Umar Alkafaween

arxiv:2411.09261 v2 · 2024-11-14 · 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{64X6GEWEHOKMZNTBBZPC4UC4IO}

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	2026-07-05T09:54:05.752748Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f72fe312c43b94ccb6610e5e2e505c43b2d52dcf6a184500adb56a1df392587a

Aliases

arxiv: 2411.09261 · arxiv_version: 2411.09261v2 · doi: 10.48550/arxiv.2411.09261 · pith_short_12: 64X6GEWEHOKM · pith_short_16: 64X6GEWEHOKMZNTB · pith_short_8: 64X6GEWE

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/64X6GEWEHOKMZNTBBZPC4UC4IO \
  | 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: f72fe312c43b94ccb6610e5e2e505c43b2d52dcf6a184500adb56a1df392587a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "eded645743a9a02b617700be8ededfc3ab268e7b76e68832e9b4afd6087d533a",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CY",
    "submitted_at": "2024-11-14T07:58:44Z",
    "title_canon_sha256": "799b0a0ea758eb1f9cdf8717405b714a4859ff7bc34c2a0f05c0569629b3dca4"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2411.09261",
    "kind": "arxiv",
    "version": 2
  }
}