Pith Number

pith:GKS5VAZ7

pith:2025:GKS5VAZ7BD2LHXJNLUPII325Z5

not attested not anchored not stored refs pending

Simulating Students with Large Language Models: A Review of Architecture, Mechanisms, and Role Modelling in Education with Generative AI

Alberto Lopez-Sellers, Luis Marquez-Carpintero, Miguel Cazorla

arxiv:2511.06078 v1 · 2025-11-08 · cs.CY · cs.AI · 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{GKS5VAZ7BD2LHXJNLUPII325Z5}

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	2026-06-26T01:15:15.969602Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

32a5da833f08f4b3dd2d5d1e846f5dcf75f032704b78eaaa29c5f394141134e4

Aliases

arxiv: 2511.06078 · arxiv_version: 2511.06078v1 · doi: 10.48550/arxiv.2511.06078 · pith_short_12: GKS5VAZ7BD2L · pith_short_16: GKS5VAZ7BD2LHXJN · pith_short_8: GKS5VAZ7

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/GKS5VAZ7BD2LHXJNLUPII325Z5 \
  | 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: 32a5da833f08f4b3dd2d5d1e846f5dcf75f032704b78eaaa29c5f394141134e4

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "4752b1a7df8b3d686881a438393f8e33310f83c6c46975296fa1f0bf51477cc9",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CY",
    "submitted_at": "2025-11-08T17:23:13Z",
    "title_canon_sha256": "167ac4ce20929bec3626cfa4ea991f9e0ff61becb9d7832d8b83f7c6024f8e26"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2511.06078",
    "kind": "arxiv",
    "version": 1
  }
}