Pith Number

pith:GCY35L6A

pith:2025:GCY35L6APXEOQLTC5FDGQYWRO3

not attested not anchored not stored refs pending

Assessing the Reliability and Validity of Large Language Models for Automated Assessment of Student Essays in Higher Education

Andrea Gaggioli, Fabrizio Davide, Francesco Collova', Giuseppe Casaburi, Leonardo Ercolani, Pietro Torre

arxiv:2508.02442 v1 · 2025-08-04 · cs.CY · cs.AI

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{GCY35L6APXEOQLTC5FDGQYWRO3}

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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 grading of Linux/bash examinations using large language models: a four-level cognitive taxonomy approach

Receipt and verification

First computed	2026-07-05T11:48:14.437630Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

30b1beafc07dc8e82e62e9466862d176ef4a6cf93cf4aa8be867fe06a381d30a

Aliases

arxiv: 2508.02442 · arxiv_version: 2508.02442v1 · doi: 10.48550/arxiv.2508.02442 · pith_short_12: GCY35L6APXEO · pith_short_16: GCY35L6APXEOQLTC · pith_short_8: GCY35L6A

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/GCY35L6APXEOQLTC5FDGQYWRO3 \
  | 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: 30b1beafc07dc8e82e62e9466862d176ef4a6cf93cf4aa8be867fe06a381d30a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "cb80a48a2e2b6ff155b25326d36366a4b51ee2e57bbf20e7099280daedb49a65",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by-sa/4.0/",
    "primary_cat": "cs.CY",
    "submitted_at": "2025-08-04T14:02:12Z",
    "title_canon_sha256": "93665f8b93a3296a6dcff685a65c33fa52270b5c6f50cce4354bae0355aa8cc2"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2508.02442",
    "kind": "arxiv",
    "version": 1
  }
}