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Paper Citation Record · LEDGER

Large Language Models in Introductory Programming Education: ChatGPT's Performance and Implications for Assessments

As of 17 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 8 inbound Pith citation observations for arXiv:2308.08572.

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

pith.paper-citation-record.v1
2308.08572 v1

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 8 of 8 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-17T06:30:58.91139+00:00

measured 8 of 8 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-12T11:30:27.750926Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-15T02:16:17.951095Z

Reference resolution

0 of 0 outbound references displayed

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

External citation measurements

No source-named external measurement is stored.

Outbound references

No outbound reference observations are available for this paper version.

Pith citing papers

Observation 11978c6e-1156-4b8b-b2b4-f57c1fee1c82 · inbound

The Prompt Report: A Systematic Survey of Prompt Engineering Techniques cites this paper.

The Prompt Report: A Systematic Survey of Prompt Engineering Techniques Large Language Models in Introductory Programming Education: ChatGPT's Performance and Implications for Assessments

Reference 11

Resolution
verified exact
arxiv_id, observed 2026-05-15T02:16:17.952797Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-05-15T02:16:17.875268Z digest=sha256:bc83211432f9a157a70f59ec42f16c30f74a1c2fa984fb8c367e1e7ee637f478

Observation 7e4ceb67-f775-4ca6-902f-c7eec62d2c95 · inbound

Howzat? Appealing to Expert Judgement for Evaluating Human and AI Next-Step Hints for Novice Programmers cites this paper.

Howzat? Appealing to Expert Judgement for Evaluating Human and AI Next-Step Hints for Novice Programmers Large Language Models in Introductory Programming Education: ChatGPT's Performance and Implications for Assessments

Reference 36

Resolution
unresolved
no resolver link, observed 2026-08-12T11:30:27.750926Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T11:30:27.750926Z digest=sha256:58ab785f9febe6a3610002cd8d0dc6057071b318b441092e5b73b429ba5213bd

Observation 12f94392-455e-46e6-b774-75c2b449c867 · inbound

You're (Not) My Type -- Can LLMs Generate Feedback of Specific Types for Introductory Programming Tasks? cites this paper.

You're (Not) My Type -- Can LLMs Generate Feedback of Specific Types for Introductory Programming Tasks? Large Language Models in Introductory Programming Education: ChatGPT's Performance and Implications for Assessments

Reference 36

Resolution
unresolved
no resolver link, observed 2026-08-11T22:22:55.259407Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T22:22:55.259407Z digest=sha256:ec5420461fb74c3ddeeec5c8a7e44ec58483e8fcd176efc1da244cbab65c12df

Observation 19d0da5d-b4e4-4258-8939-ffc0887d63d8 · inbound

Beyond the Hype: A Comprehensive Review of Current Trends in Generative AI Research, Teaching Practices, and Tools cites this paper.

Beyond the Hype: A Comprehensive Review of Current Trends in Generative AI Research, Teaching Practices, and Tools Large Language Models in Introductory Programming Education: ChatGPT's Performance and Implications for Assessments

Reference 72

Resolution
unresolved
no resolver link, observed 2026-08-11T12:00:06.200612Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T12:00:06.200612Z digest=sha256:4f271ee121a7105d6ddce45a158437344070d14ab443488e9559e8a10291f927

Observation ee6b9ad4-c13c-49ba-9dc1-678e38935bde · inbound

That's Not the Feedback I Need! -- Student Engagement with GenAI Feedback in the Tutor Kai cites this paper.

That's Not the Feedback I Need! -- Student Engagement with GenAI Feedback in the Tutor Kai Large Language Models in Introductory Programming Education: ChatGPT's Performance and Implications for Assessments

Reference 20

Resolution
unresolved
no resolver link, observed 2026-08-06T22:52:28.509382Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T22:52:28.509382Z digest=sha256:77f156c2f2e774adcc94764e4ec77a7d725bc5b6ead1889c1216e009ea1c1112

Observation c009eb13-1f2c-403f-a032-d75291fa527d · inbound

Students' Feedback Requests and Interactions with the SCRIPT Chatbot: Do They Get What They Ask For? cites this paper.

Students' Feedback Requests and Interactions with the SCRIPT Chatbot: Do They Get What They Ask For? Large Language Models in Introductory Programming Education: ChatGPT's Performance and Implications for Assessments

Reference 21

Resolution
unresolved
no resolver link, observed 2026-08-06T14:57:18.841352Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T14:57:18.841352Z digest=sha256:eadc900cab44d2308a0ae8667fdb0fd6ac67e295ba73a292cbdb94e2e1bdb5cc

Observation e535673a-2db4-4883-9fd6-139d11083672 · inbound

Investigating Conversational Agents to Support Secondary School Students Learning CSP cites this paper.

Investigating Conversational Agents to Support Secondary School Students Learning CSP Large Language Models in Introductory Programming Education: ChatGPT's Performance and Implications for Assessments

Reference 61

Resolution
verified exact
arxiv_id, observed 2026-05-10T07:47:12.861527Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-05-10T07:38:41.400043Z digest=sha256:482b2b19a3ee3d6eaf6d4e7390c5f869d840664c782fdf8b96a7f5fa652a469a

Observation af1c114a-3264-492d-9aef-2a4bf5f743c4 · inbound

When LLM Tutoring Responses Work: Evidence from Student Programming Conversations cites this paper.

When LLM Tutoring Responses Work: Evidence from Student Programming Conversations Large Language Models in Introductory Programming Education: ChatGPT's Performance and Implications for Assessments

Reference 13

Resolution
unresolved
no resolver link, observed 2026-07-14T14:37:10.311954Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-14T14:37:10.311954Z digest=sha256:12f3e44efb188fd437daaf92e2237c72d459010157b36fb7dd45efa41f18ced9