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Paper Citation Record · LEDGER

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

As of 11 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 5 inbound Pith citation observations for arXiv:2309.14049.

A citation records a reference. It does not transfer a finding from one paper to another.

pith.paper-citation-record.v1
2309.14049 v1

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 5 of 5 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-11T06:34:44.6726+00:00

measured 5 of 5 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-10T20:18:52.416007Z

measured 1 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: arxiv_reference, observed 2026-08-05T02:28:24.338817Z

Reference resolution

0 of 0 outbound references displayed

  • verified exact0
  • verified fuzzy0
  • unresolved0
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

9
arxiv_reference, observed 2026-08-05T02:28:24.338817Z

Outbound references

No outbound reference observations are available for this paper version.

Pith citing papers

Observation 032b11f0-4aa6-4556-8a5a-781ae3f73e91 · inbound

Understanding the Human-LLM Dynamic: A Literature Survey of LLM Use in Programming Tasks cites this paper.

Understanding the Human-LLM Dynamic: A Literature Survey of LLM Use in Programming Tasks How Novices Use LLM-Based Code Generators to Solve CS1 Coding Tasks in a Self-Paced Learning Environment

Reference 44

Resolution
verified exact
arxiv_id, observed 2026-05-23T20:03:24.598086Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-05-23T19:58:28.103216Z digest=sha256:caee123facf3f3c337439481095a6b832988c6878f4254b97ef7b8e6c8b5d72b

Observation bec58ee9-d64f-483c-be64-72665bad5af0 · inbound

The New Calculator? Practices, Norms, and Implications of Generative AI in Higher Education cites this paper.

The New Calculator? Practices, Norms, and Implications of Generative AI in Higher Education How Novices Use LLM-Based Code Generators to Solve CS1 Coding Tasks in a Self-Paced Learning Environment

Reference 52

Resolution
unresolved
no resolver link, observed 2026-08-10T20:18:52.416007Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T20:18:52.416007Z digest=sha256:0c22fd2bb4043875238cf66288b92e27196dcb6c91f24b6a78805cbd574c212e

Observation c1e70d9a-dd32-4124-b4ad-dcc8b39552b3 · inbound

Personalized Parsons Puzzles as Scaffolding Enhance Practice Engagement Over Just Showing LLM-Powered Solutions cites this paper.

Personalized Parsons Puzzles as Scaffolding Enhance Practice Engagement Over Just Showing LLM-Powered Solutions How Novices Use LLM-Based Code Generators to Solve CS1 Coding Tasks in a Self-Paced Learning Environment

Reference 3

Resolution
unresolved
no resolver link, observed 2026-08-10T20:12:26.023519Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T20:12:26.023519Z digest=sha256:6bd8fc75a56999b7a76a28b01acb5c10dbefc1ba858ddab06fcea42c58eba18b

Observation c60c859e-c07d-4099-a2b3-5ea54c489dca · inbound

A Showdown of ChatGPT vs DeepSeek in Solving Programming Tasks cites this paper.

A Showdown of ChatGPT vs DeepSeek in Solving Programming Tasks How Novices Use LLM-Based Code Generators to Solve CS1 Coding Tasks in a Self-Paced Learning Environment

Reference 10

Resolution
metadata mismatch
arxiv_id, observed 2026-05-23T00:27:17.658280Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-05-23T00:26:46.078000Z digest=sha256:8fc964b5b0f38db6f71c0af2c1a8899c8d115597f88ad8bddf680bf77d03ec21

Observation 84e25f02-14ee-40c1-972b-6760859adb72 · inbound

Investigating Student Interaction Patterns with Large Language Model-Powered Course Assistants in Computer Science Courses cites this paper.

Investigating Student Interaction Patterns with Large Language Model-Powered Course Assistants in Computer Science Courses How Novices Use LLM-Based Code Generators to Solve CS1 Coding Tasks in a Self-Paced Learning Environment

Reference 40

Resolution
unresolved
no resolver link, observed 2026-08-04T21:02:41.797589Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T21:02:41.797589Z digest=sha256:79bf8870989e6fcebed800d1cc29f0556044a18c924b8a00ad306ec2f0e15424