Paper Citation Record · LEDGER

Commenting with Copilot: A Taxonomy and Multi-Year Analysis of Student Code-Generation Specifications

As of 27 July 2026, this Paper Citation Record lists 37 of 37 outbound references and 0 inbound Pith citation observations for arXiv:2607.10674.

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

pith.paper-citation-record.v1
2607.10674 v1

Coverage vector

measured 37 of 37 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-07-14T10:04:28.528789Z

measured 37 of 37 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-07-27T06:30:09.085275+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

37 of 37 outbound references displayed

verified exact6
verified fuzzy0
unresolved30
parse uncertain0
malformed identifier1
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 83981b72-2738-4012-bdab-3e305f7816ba · outbound

This paper cites Andrews, Lionel C.

Commenting with Copilot: A Taxonomy and Multi-Year Analysis of Student Code-Generation Specifications Andrews, Lionel C

Reference 1

Resolution: unresolved; no resolver link, observed 2026-07-14T10:04:28.528789Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e445d3fb-3990-4418-a1ff-dee5e7b685ce · outbound

This paper cites an unresolved cited work.

Commenting with Copilot: A Taxonomy and Multi-Year Analysis of Student Code-Generation Specifications Unresolved cited work

Reference 2

Resolution: unresolved; no resolver link, observed 2026-07-14T10:04:28.528789Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c665ec8d-6a4f-439c-b2b2-6fa40f905b09 · outbound

This paper cites an unresolved cited work.

Commenting with Copilot: A Taxonomy and Multi-Year Analysis of Student Code-Generation Specifications Unresolved cited work

Reference 3

Resolution: unresolved; no resolver link, observed 2026-07-14T10:04:28.528789Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6a689773-5525-4b15-8f0f-776445b4e03c · outbound

This paper cites LLM-Assisted Content Analysis: Using Large Language Models to Support Deductive Coding.

Commenting with Copilot: A Taxonomy and Multi-Year Analysis of Student Code-Generation Specifications LLM-Assisted Content Analysis: Using Large Language Models to Support Deductive Coding

Reference 4

Resolution: unresolved; no resolver link, observed 2026-07-14T10:04:28.528789Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 511ea229-2d08-4740-9490-10893c596389 · outbound

This paper cites an unresolved cited work.

Commenting with Copilot: A Taxonomy and Multi-Year Analysis of Student Code-Generation Specifications Unresolved cited work

Reference 5

Resolution: unresolved; no resolver link, observed 2026-07-14T10:04:28.528789Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fd8f84a8-9a70-46e0-9775-4b17758d9aa3 · outbound

This paper cites an unresolved cited work.

Commenting with Copilot: A Taxonomy and Multi-Year Analysis of Student Code-Generation Specifications Unresolved cited work

Reference 6

Resolution: unresolved; no resolver link, observed 2026-07-14T10:04:28.528789Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation da4c1908-9638-4743-8663-b4bcedd96211 · outbound

This paper cites Margulieux, and Briana B.

Commenting with Copilot: A Taxonomy and Multi-Year Analysis of Student Code-Generation Specifications Margulieux, and Briana B

Reference 7

Resolution: verified exact; arxiv_id, observed 2026-07-14T10:10:24.465584Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-27T06:30:09.085275+00:00.

Observation cd0dcb8f-30e7-48bf-84bc-800f995b2a35 · outbound

This paper cites an unresolved cited work.

Commenting with Copilot: A Taxonomy and Multi-Year Analysis of Student Code-Generation Specifications Unresolved cited work

Reference 8

Resolution: unresolved; no resolver link, observed 2026-07-14T10:04:28.528789Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4656d256-476f-4844-a255-668a7d7b7751 · outbound

This paper cites Becker, and Brent N.

Commenting with Copilot: A Taxonomy and Multi-Year Analysis of Student Code-Generation Specifications Becker, and Brent N

Reference 9

Resolution: unresolved; no resolver link, observed 2026-07-14T10:04:28.528789Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 38b7e902-1840-416a-be61-f57de66bff2a · outbound

This paper cites Smith, Max Fowler, James Prather, Brett A.

Commenting with Copilot: A Taxonomy and Multi-Year Analysis of Student Code-Generation Specifications Smith, Max Fowler, James Prather, Brett A

Reference 10

Resolution: unresolved; no resolver link, observed 2026-07-14T10:04:28.528789Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f60507d6-5374-4ec7-a32a-9f54275f6e94 · outbound

This paper cites an unresolved cited work.

Commenting with Copilot: A Taxonomy and Multi-Year Analysis of Student Code-Generation Specifications Unresolved cited work

Reference 11

Resolution: verified exact; arxiv_id, observed 2026-07-14T10:10:24.414453Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-27T06:30:09.085275+00:00.

Observation 1963dfc5-5979-410d-ac92-76b370838389 · outbound

This paper cites Hoffmann, Brock Janiczak, Evgeny Mandrikov, and Mirko Friedenhagen.

Commenting with Copilot: A Taxonomy and Multi-Year Analysis of Student Code-Generation Specifications Hoffmann, Brock Janiczak, Evgeny Mandrikov, and Mirko Friedenhagen

Reference 12

Resolution: unresolved; no resolver link, observed 2026-07-14T10:04:28.528789Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 44e38412-75c8-4261-ad5e-586bb014443f · outbound

This paper cites Explain in Plain Language Questions with Indic Languages: Drawbacks, Affordances, and Opportunities.

Commenting with Copilot: A Taxonomy and Multi-Year Analysis of Student Code-Generation Specifications Explain in Plain Language Questions with Indic Languages: Drawbacks, Affordances, and Opportunities

Reference 13

Resolution: unresolved; no resolver link, observed 2026-07-14T10:04:28.528789Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c60f44ed-cc6f-4d4a-8e24-40c33aefe902 · outbound

This paper cites an unresolved cited work.

Commenting with Copilot: A Taxonomy and Multi-Year Analysis of Student Code-Generation Specifications Unresolved cited work

Reference 14

Resolution: unresolved; no resolver link, observed 2026-07-14T10:04:28.528789Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1285aeed-db85-442d-8190-45c6d8ded9dd · outbound

This paper cites an unresolved cited work.

Commenting with Copilot: A Taxonomy and Multi-Year Analysis of Student Code-Generation Specifications Unresolved cited work

Reference 15

Resolution: verified exact; doi, observed 2026-07-14T10:10:24.387221Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-27T06:30:09.085275+00:00.

Observation 186d7093-0372-4458-9d1c-512e619715ec · outbound

This paper cites Ernst, Reid Holmes, and Gordon Fraser.

Commenting with Copilot: A Taxonomy and Multi-Year Analysis of Student Code-Generation Specifications Ernst, Reid Holmes, and Gordon Fraser

Reference 16

Resolution: unresolved; no resolver link, observed 2026-07-14T10:04:28.528789Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1c0c905a-8df9-4961-8191-f965fba9f166 · outbound

This paper cites an unresolved cited work.

Commenting with Copilot: A Taxonomy and Multi-Year Analysis of Student Code-Generation Specifications Unresolved cited work

Reference 17

Resolution: unresolved; no resolver link, observed 2026-07-14T10:04:28.528789Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9514c1e1-6b6f-4f92-9bed-e76aa0636324 · outbound

This paper cites an unresolved cited work.

Commenting with Copilot: A Taxonomy and Multi-Year Analysis of Student Code-Generation Specifications Unresolved cited work

Reference 18

Resolution: unresolved; no resolver link, observed 2026-07-14T10:04:28.528789Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 55bce16b-c6c8-4ebe-89bc-15187ad61a13 · outbound

This paper cites an unresolved cited work.

Commenting with Copilot: A Taxonomy and Multi-Year Analysis of Student Code-Generation Specifications Unresolved cited work

Reference 19

Resolution: verified exact; doi, observed 2026-07-14T10:10:24.391879Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-27T06:30:09.085275+00:00.

Observation 24d56474-00bb-4cd2-bb36-6b838eca5fc1 · outbound

This paper cites an unresolved cited work.

Commenting with Copilot: A Taxonomy and Multi-Year Analysis of Student Code-Generation Specifications Unresolved cited work

Reference 20

Resolution: unresolved; no resolver link, observed 2026-07-14T10:04:28.528789Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e0edfc8b-f67c-45ce-8e6e-9743549ed446 · outbound

This paper cites an unresolved cited work.

Commenting with Copilot: A Taxonomy and Multi-Year Analysis of Student Code-Generation Specifications Unresolved cited work

Reference 21

Resolution: unresolved; no resolver link, observed 2026-07-14T10:04:28.528789Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 643490d6-d9ed-4bae-b256-a6ae3871b4ce · outbound

This paper cites Interleaving Natural Language Prompting with Code Editing for Solving Programming Tasks with Generative AI Models.

Commenting with Copilot: A Taxonomy and Multi-Year Analysis of Student Code-Generation Specifications Interleaving Natural Language Prompting with Code Editing for Solving Programming Tasks with Generative AI Models

Reference 22

Resolution: unresolved; no resolver link, observed 2026-07-14T10:04:28.528789Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d0104dfb-a3fd-4261-8237-1c20616710fe · outbound

This paper cites an unresolved cited work.

Commenting with Copilot: A Taxonomy and Multi-Year Analysis of Student Code-Generation Specifications Unresolved cited work

Reference 23

Resolution: malformed identifier; doi_truncated, observed 2026-07-14T10:10:24.448545Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-27T06:30:09.085275+00:00.

Observation 899d42ed-1b6f-4e91-a8a6-881eb4814d65 · outbound

This paper cites an unresolved cited work.

Commenting with Copilot: A Taxonomy and Multi-Year Analysis of Student Code-Generation Specifications Unresolved cited work

Reference 24

Resolution: unresolved; no resolver link, observed 2026-07-14T10:04:28.528789Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation dd2fad69-d955-4271-86b8-abe9b19a7d64 · outbound

This paper cites an unresolved cited work.

Commenting with Copilot: A Taxonomy and Multi-Year Analysis of Student Code-Generation Specifications Unresolved cited work

Reference 25

Resolution: unresolved; no resolver link, observed 2026-07-14T10:04:28.528789Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3b50861f-0588-4837-af73-465cfa4c07e1 · outbound

This paper cites Reeves, Jaromir Savelka, David H.

Commenting with Copilot: A Taxonomy and Multi-Year Analysis of Student Code-Generation Specifications Reeves, Jaromir Savelka, David H

Reference 26

Resolution: unresolved; no resolver link, observed 2026-07-14T10:04:28.528789Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cab1fa51-d5eb-4df4-9b5d-0e4b01252f6f · outbound

This paper cites In2024 Working Group Reports on Innovation and Technology in Computer Science Education(Milan, Italy)(ITiCSE 2024).

Commenting with Copilot: A Taxonomy and Multi-Year Analysis of Student Code-Generation Specifications In2024 Working Group Reports on Innovation and Technology in Computer Science Education(Milan, Italy)(ITiCSE 2024)

Reference 27

Resolution: unresolved; no resolver link, observed 2026-07-14T10:04:28.528789Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cd4efe2f-7c1d-4740-9b76-342a8f515c00 · outbound

This paper cites an unresolved cited work.

Commenting with Copilot: A Taxonomy and Multi-Year Analysis of Student Code-Generation Specifications Unresolved cited work

Reference 28

Resolution: unresolved; no resolver link, observed 2026-07-14T10:04:28.528789Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a35d2096-5c91-4f16-83b4-e7edccc2f844 · outbound

This paper cites InProceedings of the 27th Australasian Computing Education Conference (ACE ’25).

Commenting with Copilot: A Taxonomy and Multi-Year Analysis of Student Code-Generation Specifications InProceedings of the 27th Australasian Computing Education Conference (ACE ’25)

Reference 29

Resolution: unresolved; no resolver link, observed 2026-07-14T10:04:28.528789Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bc4aeb80-21cb-46d7-a568-7d72d7f4ee07 · outbound

This paper cites an unresolved cited work.

Commenting with Copilot: A Taxonomy and Multi-Year Analysis of Student Code-Generation Specifications Unresolved cited work

Reference 30

Resolution: unresolved; no resolver link, observed 2026-07-14T10:04:28.528789Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0680cbf7-ce39-42b2-ad0d-754cddee0944 · outbound

This paper cites an unresolved cited work.

Commenting with Copilot: A Taxonomy and Multi-Year Analysis of Student Code-Generation Specifications Unresolved cited work

Reference 31

Resolution: unresolved; no resolver link, observed 2026-07-14T10:04:28.528789Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d38039c6-b45d-4751-802c-87fc4f1019d1 · outbound

This paper cites an unresolved cited work.

Commenting with Copilot: A Taxonomy and Multi-Year Analysis of Student Code-Generation Specifications Unresolved cited work

Reference 32

Resolution: verified exact; arxiv_id, observed 2026-07-14T10:10:24.427866Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-27T06:30:09.085275+00:00.

Observation 33943ab2-5d57-45ac-b1fc-61e2324dc63b · outbound

This paper cites an unresolved cited work.

Commenting with Copilot: A Taxonomy and Multi-Year Analysis of Student Code-Generation Specifications Unresolved cited work

Reference 33

Resolution: verified exact; arxiv_id, observed 2026-07-14T10:10:24.438229Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-27T06:30:09.085275+00:00.

Observation 1b2090d0-228b-4f7d-b9de-45fa7793441a · outbound

This paper cites Smith, Paul Denny, and Max Fowler.

Commenting with Copilot: A Taxonomy and Multi-Year Analysis of Student Code-Generation Specifications Smith, Paul Denny, and Max Fowler

Reference 34

Resolution: unresolved; no resolver link, observed 2026-07-14T10:04:28.528789Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cb22efcc-05f3-4527-90f7-f6101ea31a28 · outbound

This paper cites Explain-in-Plain-English.

Commenting with Copilot: A Taxonomy and Multi-Year Analysis of Student Code-Generation Specifications Explain-in-Plain-English

Reference 35

Resolution: unresolved; no resolver link, observed 2026-07-14T10:04:28.528789Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f64bc93f-f106-447e-b860-3550f321a68d · outbound

This paper cites an unresolved cited work.

Commenting with Copilot: A Taxonomy and Multi-Year Analysis of Student Code-Generation Specifications Unresolved cited work

Reference 36

Resolution: unresolved; no resolver link, observed 2026-07-14T10:04:28.528789Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0cc35a08-0071-418f-860c-6c073b4a957c · outbound

This paper cites an unresolved cited work.

Commenting with Copilot: A Taxonomy and Multi-Year Analysis of Student Code-Generation Specifications Unresolved cited work

Reference 37

Resolution: unresolved; no resolver link, observed 2026-07-14T10:04:28.528789Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.