Pith Number

pith:P5Y6BMJH

pith:2023:P5Y6BMJHRS4SJBCVSPIUL44DA2

not attested not anchored not stored refs pending

How Novices Use LLM-Based Code Generators to Solve CS1 Coding Tasks in a Self-Paced Learning Environment

Austin Henley, Barbara J. Ericson, David Weintrop, Majeed Kazemitabaar, Tovi Grossman, Xinying Hou

arxiv:2309.14049 v1 · 2023-09-25 · cs.HC

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{P5Y6BMJHRS4SJBCVSPIUL44DA2}

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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

2 papers in Pith

Understanding the Human-LLM Dynamic: A Literature Survey of LLM Use in Programming Tasks

A Showdown of ChatGPT vs DeepSeek in Solving Programming Tasks

Receipt and verification

First computed	2026-07-05T06:54:00.845916Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7f71e0b1278cb924845593d145f38306a0cba455bdb218d43561e38c0ccdd6e5

Aliases

arxiv: 2309.14049 · arxiv_version: 2309.14049v1 · doi: 10.48550/arxiv.2309.14049 · pith_short_12: P5Y6BMJHRS4S · pith_short_16: P5Y6BMJHRS4SJBCV · pith_short_8: P5Y6BMJH

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/P5Y6BMJHRS4SJBCVSPIUL44DA2 \
  | 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: 7f71e0b1278cb924845593d145f38306a0cba455bdb218d43561e38c0ccdd6e5

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "34f8f68585e4c1855851d36eec4b45a718496310af3fb665c5016f2706242e5b",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.HC",
    "submitted_at": "2023-09-25T11:24:30Z",
    "title_canon_sha256": "5a298f57f2a9d64d073e0241c61a5320440286725ed3131fe92d44feb5a737f7"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2309.14049",
    "kind": "arxiv",
    "version": 1
  }
}