Pith Number

pith:2NVEKVJX

pith:2024:2NVEKVJXOPDVUBP5UMU2522SHX

not attested not anchored not stored refs pending

Using Large Language Models for Automated Grading of Student Writing about Science

Chris Impey, Matthew Wenger, Nikhil Garuda, Sarah Stamer, Shahriar Golchin

arxiv:2412.18719 v1 · 2024-12-25 · cs.CL

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{2NVEKVJXOPDVUBP5UMU2522SHX}

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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

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

Receipt and verification

First computed	2026-07-05T10:04:21.263837Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d36a45553773c75a05fda329aeeb523dc1941375e6a6d689acb93ed519806728

Aliases

arxiv: 2412.18719 · arxiv_version: 2412.18719v1 · doi: 10.48550/arxiv.2412.18719 · pith_short_12: 2NVEKVJXOPDV · pith_short_16: 2NVEKVJXOPDVUBP5 · pith_short_8: 2NVEKVJX

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/2NVEKVJXOPDVUBP5UMU2522SHX \
  | 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: d36a45553773c75a05fda329aeeb523dc1941375e6a6d689acb93ed519806728

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e04881020999dd15f710a6d52ee15767aed35bd3b2881a0ac3dfd4e989923cdf",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-12-25T00:31:53Z",
    "title_canon_sha256": "3fcb745da543b9afe4dbeb1615779f65a83adaacbfd69965f5ad44ca9469d627"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.18719",
    "kind": "arxiv",
    "version": 1
  }
}