Paper Citation Record · LEDGER

Can LLMs Write CI? A Study on Automatic Generation of GitHub Actions Configurations

As of 8 August 2026, this Paper Citation Record lists 38 of 38 outbound references and 0 inbound Pith citation observations for arXiv:2507.17165.

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

pith.paper-citation-record.v1
2507.17165 v1

Coverage vector

measured 38 of 38 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T14:59:24.932210Z

measured 38 of 38 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+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

38 of 38 outbound references displayed

verified exact0
verified fuzzy19
unresolved19
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 65533579-e5ae-43cb-a35e-bb3935dfc114 · outbound

This paper cites Continuous Integration,.

Can LLMs Write CI? A Study on Automatic Generation of GitHub Actions Configurations Continuous Integration,

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T14:59:26.678573Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 853dc961-b3d0-4607-bdb3-ea6f0318c4cb · outbound

This paper cites Workflow syntax for GitHub Actions,.

Can LLMs Write CI? A Study on Automatic Generation of GitHub Actions Configurations Workflow syntax for GitHub Actions,

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-06T14:59:21.903799Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fcf9b32c-7979-4bf3-b2ea-b1a2c09deeae · outbound

This paper cites GitHub Actions best practices,.

Can LLMs Write CI? A Study on Automatic Generation of GitHub Actions Configurations GitHub Actions best practices,

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T14:59:26.664891Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation ad854560-19ea-4f21-9c7a-932ec1ba21f7 · outbound

This paper cites Automated Code generation for Information Technology Tasks in YAML through Large Language Models.

Can LLMs Write CI? A Study on Automatic Generation of GitHub Actions Configurations Automated Code generation for Information Technology Tasks in YAML through Large Language Models

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-06T14:59:22.070310Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 742b1065-36c9-4b0e-ad2b-d4e2e72f0c8e · outbound

This paper cites Usage, costs, and benefits of continuous integration in open-source projects,.

Can LLMs Write CI? A Study on Automatic Generation of GitHub Actions Configurations Usage, costs, and benefits of continuous integration in open-source projects,

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T14:59:26.656460Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 22e9e4f9-dee6-43df-aa87-20383c519887 · outbound

This paper cites A conceptual replication of continuous integration pain points in the context of Travis CI,.

Can LLMs Write CI? A Study on Automatic Generation of GitHub Actions Configurations A conceptual replication of continuous integration pain points in the context of Travis CI,

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T14:59:26.648427Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 38c093b8-a4aa-4a18-b517-327663830975 · outbound

This paper cites An empirical characterization of bad practices in contin- uous integration,.

Can LLMs Write CI? A Study on Automatic Generation of GitHub Actions Configurations An empirical characterization of bad practices in contin- uous integration,

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-06T14:59:22.303103Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 990d6bed-779e-4f0f-9bdc-2f0616852e30 · outbound

This paper cites Configuration smells in continuous delivery pipelines: a linter and a six- month study on GitLab,.

Can LLMs Write CI? A Study on Automatic Generation of GitHub Actions Configurations Configuration smells in continuous delivery pipelines: a linter and a six- month study on GitLab,

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T14:59:26.634829Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 10f1a4af-e035-4684-bd7f-5f36f61c7ee6 · outbound

This paper cites Toward automatically completing GitHub workflows,.

Can LLMs Write CI? A Study on Automatic Generation of GitHub Actions Configurations Toward automatically completing GitHub workflows,

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-06T14:59:22.487056Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9fc2efe8-fd3f-48d1-b92b-9c94ef669736 · outbound

This paper cites On the effectiveness of large language models for GitHub workflows,.

Can LLMs Write CI? A Study on Automatic Generation of GitHub Actions Configurations On the effectiveness of large language models for GitHub workflows,

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T14:59:26.620717Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 3262ef07-1795-4ea0-9076-15b2bea404e3 · outbound

This paper cites Large lan- guage models are zero-shot reasoners,.

Can LLMs Write CI? A Study on Automatic Generation of GitHub Actions Configurations Large lan- guage models are zero-shot reasoners,

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-06T14:59:22.672789Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b7c01b5b-866f-4f68-a23a-a8fefefd4cf0 · outbound

This paper cites Can LLMs write CI? a study on automatic generation of github actions configurations (replication package),.

Can LLMs Write CI? A Study on Automatic Generation of GitHub Actions Configurations Can LLMs write CI? a study on automatic generation of github actions configurations (replication package),

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T14:59:26.607312Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 4f690dff-fdec-42b4-9f44-05e055f13ff6 · outbound

This paper cites Automatically Generating Dockerfiles via Deep Learning: Challenges and Promises.

Can LLMs Write CI? A Study on Automatic Generation of GitHub Actions Configurations Automatically Generating Dockerfiles via Deep Learning: Challenges and Promises

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-06T14:59:22.859128Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1c6a8305-550b-432d-8d8b-dc70b4fb558c · outbound

This paper cites Automated DevOps Pipeline Generation for Code Repositories using Large Language Models.

Can LLMs Write CI? A Study on Automatic Generation of GitHub Actions Configurations Automated DevOps Pipeline Generation for Code Repositories using Large Language Models

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-06T14:59:22.938456Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6c2d0698-55e6-462f-a20c-80035c5cb164 · outbound

This paper cites CI/CD configuration practices in open-source Android apps: An empirical study,.

Can LLMs Write CI? A Study on Automatic Generation of GitHub Actions Configurations CI/CD configuration practices in open-source Android apps: An empirical study,

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T14:59:26.599289Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 6cba4491-3f3c-4cea-8dd4-a4bd61cdad9e · outbound

This paper cites An empirical study of the long duration of continuous integration builds,.

Can LLMs Write CI? A Study on Automatic Generation of GitHub Actions Configurations An empirical study of the long duration of continuous integration builds,

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-06T14:59:23.104869Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f808faf9-383b-41ed-ba3e-f526afa017f5 · outbound

This paper cites Studying the interplay between the durations and breakages of continuous integration builds,.

Can LLMs Write CI? A Study on Automatic Generation of GitHub Actions Configurations Studying the interplay between the durations and breakages of continuous integration builds,

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-06T14:59:23.192244Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c3ce8733-a0b4-42c9-a51d-fbd2f2af01f5 · outbound

This paper cites Studying the impact of noises in build breakage data,.

Can LLMs Write CI? A Study on Automatic Generation of GitHub Actions Configurations Studying the impact of noises in build breakage data,

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-06T14:59:23.295840Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 55821e27-7067-4097-9a8b-00bd175b42b4 · outbound

This paper cites On the usage, co-usage and migration of CI/CD tools: A qualitative analysis,.

Can LLMs Write CI? A Study on Automatic Generation of GitHub Actions Configurations On the usage, co-usage and migration of CI/CD tools: A qualitative analysis,

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T14:59:26.574348Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation dfb8f062-9a02-4bfa-9779-45f623a081bb · outbound

This paper cites Introducing GPT-4.1 in the API,.

Can LLMs Write CI? A Study on Automatic Generation of GitHub Actions Configurations Introducing GPT-4.1 in the API,

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T14:59:26.566292Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation d58d3c64-8419-4770-9610-3b262a77d29d · outbound

This paper cites LLaMA: Open and Efficient Foundation Language Models.

Can LLMs Write CI? A Study on Automatic Generation of GitHub Actions Configurations LLaMA: Open and Efficient Foundation Language Models

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-06T14:59:23.746387Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fbc6c3dc-4527-4721-8683-5f645ff7290e · outbound

This paper cites Code Llama: Open Foundation Models for Code.

Can LLMs Write CI? A Study on Automatic Generation of GitHub Actions Configurations Code Llama: Open Foundation Models for Code

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-06T14:59:23.827463Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ec82af2f-3957-4031-b951-6299448b1197 · outbound

This paper cites Gemma 3 Technical Report.

Can LLMs Write CI? A Study on Automatic Generation of GitHub Actions Configurations Gemma 3 Technical Report

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-06T14:59:23.921190Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 90ea4d39-dacf-47a9-8f71-6223e2cf625a · outbound

This paper cites CodeGemma: Open Code Models Based on Gemma.

Can LLMs Write CI? A Study on Automatic Generation of GitHub Actions Configurations CodeGemma: Open Code Models Based on Gemma

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-06T14:59:24.007854Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 905704cc-05c5-4e79-82d4-05609cf83584 · outbound

This paper cites Salton and M.

Can LLMs Write CI? A Study on Automatic Generation of GitHub Actions Configurations Salton and M

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T14:59:26.557204Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 79ffcdec-8340-43b1-aafc-67b6ac48bcaa · outbound

This paper cites Simple fast algorithms for the editing distance between trees and related problems,.

Can LLMs Write CI? A Study on Automatic Generation of GitHub Actions Configurations Simple fast algorithms for the editing distance between trees and related problems,

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T14:59:26.436823Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation b3218127-b5e8-4d88-ad5e-4be979eacb85 · outbound

This paper cites an unresolved cited work.

Can LLMs Write CI? A Study on Automatic Generation of GitHub Actions Configurations Unresolved cited work

Reference 28

Resolution: unresolved; raw_fallback, observed 2026-08-06T14:59:26.263842Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation fed86f36-72f8-4cb6-9f15-cc3dc182c9b3 · outbound

This paper cites ROUGE: A package for automatic evaluation of summaries,.

Can LLMs Write CI? A Study on Automatic Generation of GitHub Actions Configurations ROUGE: A package for automatic evaluation of summaries,

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T14:59:26.068129Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 5249c699-7b45-45e4-9232-c88d0d7ebca8 · outbound

This paper cites chrF: character n-gram F-score for automatic MT eval- uation,.

Can LLMs Write CI? A Study on Automatic Generation of GitHub Actions Configurations chrF: character n-gram F-score for automatic MT eval- uation,

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T14:59:25.843271Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 03984d08-55ac-4f12-9678-3b473f4928a9 · outbound

This paper cites Language models are few-shot learners,.

Can LLMs Write CI? A Study on Automatic Generation of GitHub Actions Configurations Language models are few-shot learners,

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T14:59:25.731455Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation cc9fe011-927e-4457-933d-1adca89b018e · outbound

This paper cites Individual comparisons by ranking methods,.

Can LLMs Write CI? A Study on Automatic Generation of GitHub Actions Configurations Individual comparisons by ranking methods,

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-06T14:59:24.509642Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d69f4fab-f2f4-4fd0-85fd-b325b96fb197 · outbound

This paper cites The proof and measurement of association between two things,.

Can LLMs Write CI? A Study on Automatic Generation of GitHub Actions Configurations The proof and measurement of association between two things,

Reference 33

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T14:59:25.594365Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation f0075b38-3246-430e-88a3-773e0a170c61 · outbound

This paper cites Cohen, Statistical Power Analysis for the Behavioral Sciences.

Can LLMs Write CI? A Study on Automatic Generation of GitHub Actions Configurations Cohen, Statistical Power Analysis for the Behavioral Sciences

Reference 34

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T14:59:25.430622Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 591e9eb4-4a01-424e-ae7a-7588e9dc0358 · outbound

This paper cites A simple sequentially rejective multiple test procedure,.

Can LLMs Write CI? A Study on Automatic Generation of GitHub Actions Configurations A simple sequentially rejective multiple test procedure,

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-06T14:59:24.736313Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b146688a-f137-40fd-9057-dad4455e9d40 · outbound

This paper cites Spencer, Card sorting: Designing usable categories.

Can LLMs Write CI? A Study on Automatic Generation of GitHub Actions Configurations Spencer, Card sorting: Designing usable categories

Reference 36

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T14:59:25.277609Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation d23a4ff6-e1ae-403e-a036-8f75084fc1d2 · outbound

This paper cites Exploring the limits of transfer learning with a unified text-to-text transformer,.

Can LLMs Write CI? A Study on Automatic Generation of GitHub Actions Configurations Exploring the limits of transfer learning with a unified text-to-text transformer,

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-06T14:59:24.873479Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 40ff0107-38d5-43f8-a415-2e6c486b98e4 · outbound

This paper cites Retrieval-augmented generation for knowledge-intensive NLP tasks,.

Can LLMs Write CI? A Study on Automatic Generation of GitHub Actions Configurations Retrieval-augmented generation for knowledge-intensive NLP tasks,

Reference 38

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T14:59:25.118033Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 8645ebb7-60a1-463f-9851-147e1b3026c3 · outbound

This paper cites GPT-4 Technical Report.

Can LLMs Write CI? A Study on Automatic Generation of GitHub Actions Configurations GPT-4 Technical Report

Reference 2023

Resolution: unresolved; no resolver link, observed 2026-08-06T14:59:23.575461Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.