Paper Citation Record · LEDGER

LLM Contribution Summarization in Software Projects

As of 10 August 2026, this Paper Citation Record lists 32 of 32 outbound references and 0 inbound Pith citation observations for arXiv:2505.17710.

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

pith.paper-citation-record.v1
2505.17710 v1

Coverage vector

measured 32 of 32 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T14:44:33.260846Z

measured 32 of 32 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-10T06:31:04.303077+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

32 of 32 outbound references displayed

verified exact7
verified fuzzy9
unresolved9
parse uncertain0
malformed identifier2
metadata mismatch5

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 21e99973-61aa-4661-8b25-48ccdbd7433a · outbound

This paper cites What Is the Impact of ChatGPT on Education? A Rapid Review of the Literature,.

LLM Contribution Summarization in Software Projects What Is the Impact of ChatGPT on Education? A Rapid Review of the Literature,

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:44:38.534065Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 5bb34f19-310a-4359-9191-efe8429f6a9b · outbound

This paper cites Ways of applying artificial intelligence in software engineering,.

LLM Contribution Summarization in Software Projects Ways of applying artificial intelligence in software engineering,

Reference 2

Resolution: metadata mismatch; raw_fallback, observed 2026-08-07T14:44:36.793661Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 739ed503-6686-4888-aa18-df11e48b623d · outbound

This paper cites Generating High-Precision Feedback for Programming Syntax Errors using Large Language Models.

LLM Contribution Summarization in Software Projects Generating High-Precision Feedback for Programming Syntax Errors using Large Language Models

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-07T14:44:30.449092Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 666fa320-f3b6-4476-b01a-83b288cccd03 · outbound

This paper cites ChatGPT for good? On opportunities and challenges of large language models for education,.

LLM Contribution Summarization in Software Projects ChatGPT for good? On opportunities and challenges of large language models for education,

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:44:38.417572Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation b6a2a537-a93a-405b-8305-eba7bec1e484 · outbound

This paper cites Education in the Era of Generative Artificial Intelligence (AI): Understanding the Potential Benefits of ChatGPT in Promoting Teaching and Learning,.

LLM Contribution Summarization in Software Projects Education in the Era of Generative Artificial Intelligence (AI): Understanding the Potential Benefits of ChatGPT in Promoting Teaching and Learning,

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:44:38.184044Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 8ec8a801-8b89-4ad7-857c-dbcaf9d8cee9 · outbound

This paper cites How Does ChatGPT Perform on the United States Medical Licensing Examination (USMLE)? The Implications of Large Language Models for Medical Education and Knowledge Assessment,.

LLM Contribution Summarization in Software Projects How Does ChatGPT Perform on the United States Medical Licensing Examination (USMLE)? The Implications of Large Language Models for Medical Education and Knowledge Assessment,

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:44:37.996612Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 78857093-58e7-41af-a0b3-3fab45adce68 · outbound

This paper cites An LLM-based Reflection Analysis Tool for Identifying and Addressing Challenging Topics,.

LLM Contribution Summarization in Software Projects An LLM-based Reflection Analysis Tool for Identifying and Addressing Challenging Topics,

Reference 7

Resolution: metadata mismatch; raw_fallback, observed 2026-08-07T14:44:36.530398Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 894cbfe4-04e1-462e-8202-fcd30ca099c9 · outbound

This paper cites ChatGPT: Bullshit spewer or the end of traditional assessments in higher education?.

LLM Contribution Summarization in Software Projects ChatGPT: Bullshit spewer or the end of traditional assessments in higher education?

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:44:37.844010Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 02afc4ad-d923-4702-972b-26a11aa8494c · outbound

This paper cites Available: https://journals.sfu.ca/jalt/index.php/jalt/article/ view/689.

LLM Contribution Summarization in Software Projects Available: https://journals.sfu.ca/jalt/index.php/jalt/article/ view/689

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:44:37.629195Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 45040166-ac9e-45d6-877a-ff1599b116ea · outbound

This paper cites Artificial intelligence for education: Knowledge and its assessment in AI-enabled learning ecologies,.

LLM Contribution Summarization in Software Projects Artificial intelligence for education: Knowledge and its assessment in AI-enabled learning ecologies,

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-07T14:44:30.976226Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ee3b42a3-bf6f-4036-84f0-73a151d50f36 · outbound

This paper cites Software Engineering Education Must Adapt and Evolve for an LLM Environment,.

LLM Contribution Summarization in Software Projects Software Engineering Education Must Adapt and Evolve for an LLM Environment,

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-07T14:44:31.088184Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fbebe8db-d78a-4b13-9fea-219f6c626f92 · outbound

This paper cites Development effort estimation in free/open source software from activity in version control systems,.

LLM Contribution Summarization in Software Projects Development effort estimation in free/open source software from activity in version control systems,

Reference 12

Resolution: verified exact; doi, observed 2026-08-07T14:44:34.218566Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 63c850a3-e1b9-4847-a364-014fca86143f · outbound

This paper cites Investigating the skill gap between graduating students and industry expectations,.

LLM Contribution Summarization in Software Projects Investigating the skill gap between graduating students and industry expectations,

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-07T14:44:31.216511Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ebc75c67-1c00-41c4-abb0-c992088ae9c1 · outbound

This paper cites Communication learning outcomes from software engineering professionals: A basis for teaching communication in the engineering curriculum,.

LLM Contribution Summarization in Software Projects Communication learning outcomes from software engineering professionals: A basis for teaching communication in the engineering curriculum,

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:44:37.402011Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation b3d883a5-ae4a-4722-8b85-ac0e5b31d1cb · outbound

This paper cites Facilitating Transfer of Skills between Group Projects and Work Teams,.

LLM Contribution Summarization in Software Projects Facilitating Transfer of Skills between Group Projects and Work Teams,

Reference 15

Resolution: verified exact; doi, observed 2026-08-07T14:44:34.013145Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation e7b056dc-c230-4117-ae5e-929b1ffd5e64 · outbound

This paper cites Lessons from the Best and Worst Student Team Experiences: How a Teacher can make the Difference,.

LLM Contribution Summarization in Software Projects Lessons from the Best and Worst Student Team Experiences: How a Teacher can make the Difference,

Reference 16

Resolution: verified exact; doi, observed 2026-08-07T14:44:33.867258Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 31e7daae-39e0-4792-9760-a5424b12fc02 · outbound

This paper cites Why Some Groups Fail: a Survey of Students’ Experiences with Learning Groups,.

LLM Contribution Summarization in Software Projects Why Some Groups Fail: a Survey of Students’ Experiences with Learning Groups,

Reference 17

Resolution: verified exact; doi, observed 2026-08-07T14:44:33.669383Z

Source-reported events for the cited work

correction dated 2015-06-11. Source: crossref record 10.1177/1052562915591816->10.1177/105256298400900409:correction, observed 2026-07-11T03:01:47.321608+00:00. This notice travels one citation hop only.

Observation 88bebabb-4d59-40af-8701-9af16f2d6316 · outbound

This paper cites Collaborative learning and anxiety: a phenomenographic study of collaborative learning activities,.

LLM Contribution Summarization in Software Projects Collaborative learning and anxiety: a phenomenographic study of collaborative learning activities,

Reference 18

Resolution: metadata mismatch; raw_fallback, observed 2026-08-07T14:44:36.069034Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation a4bfcdf5-6cf2-45e1-a109-c0fc0ca9bdbb · outbound

This paper cites The Comprehensive Assessment of Team Member Effectiveness: Development of a Behaviorally Anchored Rating Scale for Self- and Peer Evaluation,.

LLM Contribution Summarization in Software Projects The Comprehensive Assessment of Team Member Effectiveness: Development of a Behaviorally Anchored Rating Scale for Self- and Peer Evaluation,

Reference 19

Resolution: verified exact; raw_fallback, observed 2026-08-07T14:44:35.871650Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 5a593237-4c95-45a3-89cb-a98d14f92ebf · outbound

This paper cites “It’s not Fair!.

LLM Contribution Summarization in Software Projects “It’s not Fair!

Reference 20

Resolution: verified exact; doi, observed 2026-08-07T14:44:33.522024Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation a4eb8ac3-dc87-4f26-8357-a785338e90d4 · outbound

This paper cites Using Learning Analytics to Visualise Computer Science Teamwork,.

LLM Contribution Summarization in Software Projects Using Learning Analytics to Visualise Computer Science Teamwork,

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-07T14:44:31.893354Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d3ecd305-36e8-4f88-8c1a-519c5bf4e042 · outbound

This paper cites GitCanary: A Tool for Analyzing Student Contributions in Group Programming Assignments,.

LLM Contribution Summarization in Software Projects GitCanary: A Tool for Analyzing Student Contributions in Group Programming Assignments,

Reference 22

Resolution: metadata mismatch; raw_fallback, observed 2026-08-07T14:44:35.534009Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 67279861-0c7f-46a1-9fa6-30662b7dc4c0 · outbound

This paper cites Measuring developer contribution from software repository data,.

LLM Contribution Summarization in Software Projects Measuring developer contribution from software repository data,

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-07T14:44:32.063733Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 82615ce8-c8ea-4606-a751-4aae16d49b66 · outbound

This paper cites Assessing developer contribution with repository mining-based metrics,.

LLM Contribution Summarization in Software Projects Assessing developer contribution with repository mining-based metrics,

Reference 24

Resolution: verified exact; raw_fallback, observed 2026-08-07T14:44:35.174322Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 5a35c4fa-8ddb-465a-94ca-c5fd54f57ce2 · outbound

This paper cites Assessing Individual Contributions to Software Engineering Projects with Git Logs and User Stories,.

LLM Contribution Summarization in Software Projects Assessing Individual Contributions to Software Engineering Projects with Git Logs and User Stories,

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-07T14:44:32.249154Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f3b82d07-05df-4d6b-95c0-069fd9021e39 · outbound

This paper cites Evaluating Commit, Issue and Product Quality in Team Software Development Projects,.

LLM Contribution Summarization in Software Projects Evaluating Commit, Issue and Product Quality in Team Software Development Projects,

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-07T14:44:32.377093Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cd8a5f82-840d-4301-8967-5c12161f1d78 · outbound

This paper cites Evaluating mastery-oriented grading in an intensive cs1 course,.

LLM Contribution Summarization in Software Projects Evaluating mastery-oriented grading in an intensive cs1 course,

Reference 27

Resolution: malformed identifier; no resolver link, observed 2026-08-07T14:44:32.559009Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1219ab8a-f238-4516-ba22-83375c94160e · outbound

This paper cites Developing Teamwork With the Aid of Reflection,.

LLM Contribution Summarization in Software Projects Developing Teamwork With the Aid of Reflection,

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:44:37.153177Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 4df13300-9399-41cb-a585-c70343636792 · outbound

This paper cites Llm- based individual contribution summarization in software projects,.

LLM Contribution Summarization in Software Projects Llm- based individual contribution summarization in software projects,

Reference 29

Resolution: malformed identifier; no resolver link, observed 2026-08-07T14:44:33.113899Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a723a2e0-3ed5-4518-a05c-309bd2696059 · outbound

This paper cites Effects of an online team project-based learning environment with group awareness and peer evaluation on socially shared regulation of learning and self-regulated learning,.

LLM Contribution Summarization in Software Projects Effects of an online team project-based learning environment with group awareness and peer evaluation on socially shared regulation of learning and self-regulated learning,

Reference 30

Resolution: metadata mismatch; raw_fallback, observed 2026-08-07T14:44:34.682648Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 796e3741-53f3-430f-9bec-19b36d188af9 · outbound

This paper cites Pydriller: Python framework for mining software repositories,.

LLM Contribution Summarization in Software Projects Pydriller: Python framework for mining software repositories,

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-07T14:44:33.260846Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4509d8a4-741a-43d2-bbdd-8adf35b4b257 · outbound

This paper cites Available: https://www.insper.edu.br/en/paee-ale-2023/ proceedings/PAEE ALE 2023 PROCEEDINGS pre print.pdf.

LLM Contribution Summarization in Software Projects Available: https://www.insper.edu.br/en/paee-ale-2023/ proceedings/PAEE ALE 2023 PROCEEDINGS pre print.pdf

Reference 2023

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:44:36.966218Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Pith citing papers

No inbound Pith citation observations are available.