Pith Number

pith:23WY3DPQ

pith:2024:23WY3DPQ6ZQHNXCVSQ6ILHE56A

not attested not anchored not stored refs pending

Evaluating the Effectiveness of LLMs in Introductory Computer Science Education: A Semester-Long Field Study

Tingting (Rachel) Chung, Wenhan Lyu, Yifan Sun, Yimeng Wang, Yixuan Zhang

arxiv:2404.13414 v3 · 2024-04-20 · cs.HC

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\usepackage{pith}
\pithnumber{23WY3DPQ6ZQHNXCVSQ6ILHE56A}

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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

Evaluating Large Language Models on Computer Science University Exams in Data Structures

Receipt and verification

First computed	2026-07-05T08:14:56.066635Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d6ed8d8df0f66076dc55943c859c9df02b849075274c3e926cf1de5acb748bb2

Aliases

arxiv: 2404.13414 · arxiv_version: 2404.13414v3 · doi: 10.48550/arxiv.2404.13414 · pith_short_12: 23WY3DPQ6ZQH · pith_short_16: 23WY3DPQ6ZQHNXCV · pith_short_8: 23WY3DPQ

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/23WY3DPQ6ZQHNXCVSQ6ILHE56A \
  | 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: d6ed8d8df0f66076dc55943c859c9df02b849075274c3e926cf1de5acb748bb2

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "81b517b2aae02cb071d1b1b55ec0c9575cb579b76fdc570d6cccb9ab1a2d981c",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.HC",
    "submitted_at": "2024-04-20T15:58:22Z",
    "title_canon_sha256": "74b9acf9780590b453e320900269fc9a5a78609652e152d9b4691c81552368ea"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2404.13414",
    "kind": "arxiv",
    "version": 3
  }
}