Pith. sign in
Pith Number

pith:LCXY5JPD

pith:2025:LCXY5JPDKWMVT574XHN7RWBEVQ
not attested not anchored not stored refs pending

Automated Assignment Grading with Large Language Models: Insights From a Bioinformatics Course

Bla\v{z} Zupan, Martin \v{S}pendl, Pavlin G. Poli\v{c}ar, Toma\v{z} Curk

arxiv:2501.14499 v1 · 2025-01-24 · cs.LG · cs.CY

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{LCXY5JPDKWMVT574XHN7RWBEVQ}

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 2026-07-05T10:05:01.722919Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

58af8ea5e3559959f7fcb9dbf8d824ac27e264da5e804481a57722447bba6930

Aliases

arxiv: 2501.14499 · arxiv_version: 2501.14499v1 · doi: 10.48550/arxiv.2501.14499 · pith_short_12: LCXY5JPDKWMV · pith_short_16: LCXY5JPDKWMVT574 · pith_short_8: LCXY5JPD
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/LCXY5JPDKWMVT574XHN7RWBEVQ \
  | 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: 58af8ea5e3559959f7fcb9dbf8d824ac27e264da5e804481a57722447bba6930
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "ae10cc7d05b2bd5ac2955fd0f154becc77fac51e40dfd54306599c089fce79fe",
    "cross_cats_sorted": [
      "cs.CY"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-01-24T13:59:14Z",
    "title_canon_sha256": "993ae88fd0b0a06d2b0108be9351df5a22aa289b78a005f5e68944626fd1c3fc"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2501.14499",
    "kind": "arxiv",
    "version": 1
  }
}