Pith Number

pith:VYV6JCWD

pith:2026:VYV6JCWDA2HD4MFQ5U2S4SSTGE

not attested not anchored not stored refs pending

Prediction Model of Motivators and Demotivators of Integrating Large Language Models in Software Engineering Education: An Empirical Study

Estefan\'ia Mart\'in-Barroso, Jussi Kasurinen, Maryam Khan, Muhammad Azeem Akbar

Governance mechanisms like integrity and ethical safeguards should be prioritized for cost-efficient LLM integration in software engineering education.

arxiv:2605.09393 v2 · 2026-05-10 · cs.SE

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\usepackage{pith}
\pithnumber{VYV6JCWDA2HD4MFQ5U2S4SSTGE}

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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.

Claims

C1strongest claim

Optimization results indicate that governance-related mechanisms, particularly integrity and ethical safeguards, should be prioritized under cost constraints.

C2weakest assumption

That Likert-scale survey responses from 126 stakeholders can be directly encoded into probabilistic predictions of real-world LLM familiarity and that the resulting probabilities can be meaningfully traded off against unspecified implementation costs in a genetic algorithm.

C3one line summary

Survey data from 126 stakeholders is used to train probabilistic models whose outputs feed a genetic algorithm that recommends prioritizing governance mechanisms for cost-constrained LLM integration in software engineering education.

Receipt and verification

First computed	2026-05-20T00:03:16.390029Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ae2be48ac3068e3e30b0ed352e4a53313ea8b5a35f6f6275075c50db2db3c5ab

Aliases

arxiv: 2605.09393 · arxiv_version: 2605.09393v2 · doi: 10.48550/arxiv.2605.09393 · pith_short_12: VYV6JCWDA2HD · pith_short_16: VYV6JCWDA2HD4MFQ · pith_short_8: VYV6JCWD

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/VYV6JCWDA2HD4MFQ5U2S4SSTGE \
  | 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: ae2be48ac3068e3e30b0ed352e4a53313ea8b5a35f6f6275075c50db2db3c5ab

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "4e5f3ed44dca17a0864118a9f338b811a6aa8cb62bd1ca855a27fdc19029c840",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2026-05-10T07:41:25Z",
    "title_canon_sha256": "2fe3aa541452714cda9b1d6b471e4641cb7dfdf3dd739ff61fd73e6de075860f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2605.09393",
    "kind": "arxiv",
    "version": 2
  }
}