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Paper Citation Record · LEDGER

How Developers Interact with AI: A Taxonomy of Human-AI Collaboration in Software Engineering

As of 18 August 2026, this Paper Citation Record lists 16 of 16 outbound references and 5 inbound Pith citation observations for arXiv:2501.08774.

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

pith.paper-citation-record.v1
2501.08774 v2

Coverage vector

measured 16 of 16 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-10T20:20:12.823502Z

measured 21 of 21 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-18T06:34:40.430872+00:00

measured 5 of 5 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-15T14:18:09.231666Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-06-29T05:53:08.936535Z

Reference resolution

16 of 16 outbound references displayed

  • verified exact0
  • verified fuzzy15
  • unresolved1
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation d6a6d1e4-62e2-48cd-b26d-a5ae006ed818 · outbound

This paper cites Navigating the complexity of generative AI ad option in software engineering,.

How Developers Interact with AI: A Taxonomy of Human-AI Collaboration in Software Engineering Navigating the complexity of generative AI ad option in software engineering,

Reference 1

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T20:20:13.022549Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-10T20:20:12.766316Z digest=sha256:fe8e16dae67201d9dfa29e236365d3afbfbd71bdca0c4c5ee8ffaa2e5f2662c6

Observation ea53d355-26df-47c6-b132-3a4e90b31d25 · outbound

This paper cites A decade of progress: A systematic literature review on the integration of AI in software engineering phases and a ctivities (2013-2023),.

How Developers Interact with AI: A Taxonomy of Human-AI Collaboration in Software Engineering A decade of progress: A systematic literature review on the integration of AI in software engineering phases and a ctivities (2013-2023),

Reference 2

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T20:20:13.013003Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-10T20:20:12.770751Z digest=sha256:6d1f1aa262f21abdee9aff2ddc291e412a62ac8a5dbf313e4e4c9a5463ec5d74

Observation b002dc59-f32f-4e4f-ba8a-ed076b2891f6 · outbound

This paper cites Visuali zing developer interactions,.

How Developers Interact with AI: A Taxonomy of Human-AI Collaboration in Software Engineering Visuali zing developer interactions,

Reference 3

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T20:20:13.002922Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-10T20:20:12.774359Z digest=sha256:ffe7aad92f9e6c34d7d0add6ba99635287b992c44ca0bce302c6856a9a5819f9

Observation 27152b54-790a-4881-8487-5054ac5366fc · outbound

This paper cites Iden- tifying the factors that influence trust in AI code completio n,.

How Developers Interact with AI: A Taxonomy of Human-AI Collaboration in Software Engineering Iden- tifying the factors that influence trust in AI code completio n,

Reference 4

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T20:20:12.993924Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-10T20:20:12.778324Z digest=sha256:e8c43987c07eac0c956d1b1a992ca2dffdd32a2090246b612d77acb04ffa9231

Observation 2ef8dc27-934d-49fa-82d0-126eb19972b5 · outbound

This paper cites Understanding and designing for trust in AI- powered developer tooling,.

How Developers Interact with AI: A Taxonomy of Human-AI Collaboration in Software Engineering Understanding and designing for trust in AI- powered developer tooling,

Reference 5

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T20:20:12.983932Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-10T20:20:12.782272Z digest=sha256:4e23f881c83eb63d45411ad95b3514ce85807994971d80e135729b2aca605382

Observation ab9b60f0-af5d-4a9d-84fb-46ea094e3484 · outbound

This paper cites The programmer’s assistant: Conversational interaction with a large language model for software development,.

How Developers Interact with AI: A Taxonomy of Human-AI Collaboration in Software Engineering The programmer’s assistant: Conversational interaction with a large language model for software development,

Reference 6

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T20:20:12.973638Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-10T20:20:12.785675Z digest=sha256:7ed61b46ad7fba26f31db2d40325abba1432c03d23151c14f7c6a5d016d7d2a4

Observation d332cc52-7854-4c79-9f0f-86ccc0b0dfaf · outbound

This paper cites Taking flight with Copilot: Ear ly insights and opportunities of AI-powered pair-programming tools,.

How Developers Interact with AI: A Taxonomy of Human-AI Collaboration in Software Engineering Taking flight with Copilot: Ear ly insights and opportunities of AI-powered pair-programming tools,

Reference 7

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T20:20:12.962765Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-10T20:20:12.789623Z digest=sha256:1727bc151285ae1ad69b20fa5466088a0411086e592afbfd1ac8f51dc2d34b64

Observation b7cac079-1d36-481d-bef8-35ac63dfa931 · outbound

This paper cites Generativ e AI for pull request descriptions: Adoption, impact, and developer int erventions,.

How Developers Interact with AI: A Taxonomy of Human-AI Collaboration in Software Engineering Generativ e AI for pull request descriptions: Adoption, impact, and developer int erventions,

Reference 8

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T20:20:12.949857Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-10T20:20:12.792647Z digest=sha256:efa9016f551abe8c8c985bae299c153f2f0cceec45c3af012a91fad189e8290a

Observation c1c854af-c556-4865-ac25-65e3d1b1e36b · outbound

This paper cites DevGPT: St udying developer-ChatGPT conversations,.

How Developers Interact with AI: A Taxonomy of Human-AI Collaboration in Software Engineering DevGPT: St udying developer-ChatGPT conversations,

Reference 9

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T20:20:12.939002Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-10T20:20:12.796707Z digest=sha256:68539a3848df837a0ac20d69935835220d098e82e0b42205eefe211f52791689

Observation cb869e65-6559-45d5-8431-4cc04931d3b0 · outbound

This paper cites AI-assisted coding with Cody: Lessons from context retrieval and evalua tion for code recommendations,.

How Developers Interact with AI: A Taxonomy of Human-AI Collaboration in Software Engineering AI-assisted coding with Cody: Lessons from context retrieval and evalua tion for code recommendations,

Reference 10

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T20:20:12.928878Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-10T20:20:12.800250Z digest=sha256:d4dff04f618abb73664cebe589b9374a74ac160d204c0f927d232ffcde26e2e6

Observation ea3417f5-8e1a-41ce-bb79-6cb7135ef150 · outbound

This paper cites More on AI tools: Developer’s magic wand,.

How Developers Interact with AI: A Taxonomy of Human-AI Collaboration in Software Engineering More on AI tools: Developer’s magic wand,

Reference 11

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T20:20:12.918147Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-10T20:20:12.803384Z digest=sha256:9881cdb91bd79c185c0cc9113f0824c50f60a5b77498437c36c387a00eda7efc

Observation 2a94a61f-58e0-4123-8e24-b953a2d92665 · outbound

This paper cites From Copilot to Pilot: Towards AI Supported Software Development.

How Developers Interact with AI: A Taxonomy of Human-AI Collaboration in Software Engineering From Copilot to Pilot: Towards AI Supported Software Development

Reference 12

Resolution
unresolved
no resolver link, observed 2026-08-10T20:20:12.807296Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T20:20:12.807296Z digest=sha256:284e421f0d1d90eb414a8a9749bb89a505a1e1d36656a11eba45475cfb3ff366

Observation 38223474-40b1-4ea8-9414-01b31b0e7f9a · outbound

This paper cites Greeni ng large language models of code,.

How Developers Interact with AI: A Taxonomy of Human-AI Collaboration in Software Engineering Greeni ng large language models of code,

Reference 13

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T20:20:12.907146Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-10T20:20:12.811891Z digest=sha256:cd51ed9209031dd1453bee5949cf7cb643ac04b2d21fca29152b63bfd2ffc6b3

Observation 1686a004-f11d-4187-9a52-69d39dd2d1ab · outbound

This paper cites Dem ystifying practices, challenges and expected features of using GitHu b Copilot,.

How Developers Interact with AI: A Taxonomy of Human-AI Collaboration in Software Engineering Dem ystifying practices, challenges and expected features of using GitHu b Copilot,

Reference 14

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T20:20:12.890197Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-10T20:20:12.815842Z digest=sha256:60d2d86a6b21c95e04eb32f37159901b1d2f51e63287263ab6d365bd24afb4c0

Observation cfa0b4d7-b956-49c5-9931-52d7923ce371 · outbound

This paper cites An analysis of generative ar- tificial intelligence tools usage to adapt and enrich softwa re development courses,.

How Developers Interact with AI: A Taxonomy of Human-AI Collaboration in Software Engineering An analysis of generative ar- tificial intelligence tools usage to adapt and enrich softwa re development courses,

Reference 15

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T20:20:12.878181Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-10T20:20:12.819567Z digest=sha256:14addb9e80270288c88f5a97840b88496c5b302a0e61335b4443dae3cb12b869

Observation 05ee1399-cf75-4a4e-b063-a1c5cf642f49 · outbound

This paper cites Improving feedback on GitHub pull requests: A bots approach,.

How Developers Interact with AI: A Taxonomy of Human-AI Collaboration in Software Engineering Improving feedback on GitHub pull requests: A bots approach,

Reference 16

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T20:20:12.865082Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-10T20:20:12.823502Z digest=sha256:59c1d5f9444acaf9ccdc3bc7575c8838a51958dc9836925d610c9be6757ad8e2

Pith citing papers

Observation 04246a9c-7d97-4cf4-9cb7-0d89192e53a9 · inbound

A survey of generative AI adoption and perceived productivity among scientists who program cites this paper.

A survey of generative AI adoption and perceived productivity among scientists who program How Developers Interact with AI: A Taxonomy of Human-AI Collaboration in Software Engineering

Reference 40

Resolution
verified exact
arxiv_id, observed 2026-05-16T20:21:13.559879Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-05-16T20:19:29.230100Z digest=sha256:96792ab2805ce359d8e9dbeb452498249b3ab1a00a275fba29cb8eadb8064e8f

Observation a36d230a-9486-42a1-ba06-706465072adc · inbound

The Productivity-Reliability Paradox: Specification-Driven Governance for AI-Augmented Software Development cites this paper.

The Productivity-Reliability Paradox: Specification-Driven Governance for AI-Augmented Software Development How Developers Interact with AI: A Taxonomy of Human-AI Collaboration in Software Engineering

Reference 61

Resolution
verified exact
arxiv_id, observed 2026-05-11T16:11:11.878441Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-05-09T18:29:18.485336Z digest=sha256:b1fc9ffe0101f5170d065103f7c11cd3f0bc72e67855041fbbc53c72f4f4ad63

Observation 18b40a04-8bc9-4e2d-a0fc-2de9e613284a · inbound

Mise en Place for Agentic Coding: Deliberate Preparation as Context Engineering Methodology cites this paper.

Mise en Place for Agentic Coding: Deliberate Preparation as Context Engineering Methodology How Developers Interact with AI: A Taxonomy of Human-AI Collaboration in Software Engineering

Reference 4

Resolution
malformed identifier
arxiv_id, observed 2026-05-11T18:26:11.784361Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-05-08T15:58:52.624658Z digest=sha256:71d4fda774425c0097d41c8305c437ac04040d17299c1e4ec7c46be68c5a3e6e

Observation 1a37eada-d952-46f9-9c8d-c6a267638a18 · inbound

From Prompts to Context: An Ontology-Driven Framework for Human-Generative AI Collaboration cites this paper.

From Prompts to Context: An Ontology-Driven Framework for Human-Generative AI Collaboration How Developers Interact with AI: A Taxonomy of Human-AI Collaboration in Software Engineering

Reference 86

Resolution
metadata mismatch
arxiv_id, observed 2026-06-29T05:53:08.937953Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-06-29T05:49:07.096866Z digest=sha256:6d6e58a71ca06d84d0b9031f4ae8065c2b06d7ef121f9921ef2ca30f66f3f100

Observation b29f5580-9fe8-4f21-8a82-6090164a35e7 · inbound

Principal Trait Analysis: Towards Deriving "Skills" in Human-AI Collaboration cites this paper.

Principal Trait Analysis: Towards Deriving "Skills" in Human-AI Collaboration How Developers Interact with AI: A Taxonomy of Human-AI Collaboration in Software Engineering

Reference 5

Resolution
unresolved
no resolver link, observed 2026-08-15T14:18:09.231666Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T14:18:09.231666Z digest=sha256:fc05a36e82e05312208aca92c4c55048d5de37c867e0fc7fc983a5d053b20963