AI Writes Faster Than Humans Can Review: A Longitudinal Study of an Enterprise 2x Mandate | Paper Citation Record

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This paper cites 2025 Stack Overflow developer survey: AI,.

AI Writes Faster Than Humans Can Review: A Longitudinal Study of an Enterprise 2x Mandate 2025 Stack Overflow developer survey: AI,

Reference 1

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Observation 91f384d9-c54e-49b0-8148-9badc23ac6fd · outbound

This paper cites 2025 DORA state of AI-assisted software development report,.

AI Writes Faster Than Humans Can Review: A Longitudinal Study of an Enterprise 2x Mandate 2025 DORA state of AI-assisted software development report,

Reference 2

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This paper cites Shopify CEO says staffers need to prove jobs can’t be done by AI before asking for more headcount,.

AI Writes Faster Than Humans Can Review: A Longitudinal Study of an Enterprise 2x Mandate Shopify CEO says staffers need to prove jobs can’t be done by AI before asking for more headcount,

Reference 3

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This paper cites Coinbase CEO urged engineers to use AI—then shocked them by firing those who wouldn’t,.

AI Writes Faster Than Humans Can Review: A Longitudinal Study of an Enterprise 2x Mandate Coinbase CEO urged engineers to use AI—then shocked them by firing those who wouldn’t,

Reference 4

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This paper cites The Impact of AI on Developer Productivity: Evidence from GitHub Copilot.

AI Writes Faster Than Humans Can Review: A Longitudinal Study of an Enterprise 2x Mandate The Impact of AI on Developer Productivity: Evidence from GitHub Copilot

Reference 5

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This paper cites The effects of generative AI on high-skilled work: Evidence from three field experiments with software developers,.

AI Writes Faster Than Humans Can Review: A Longitudinal Study of an Enterprise 2x Mandate The effects of generative AI on high-skilled work: Evidence from three field experiments with software developers,

Reference 6

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This paper cites How much does AI impact development speed? An enterprise- based randomized controlled trial,.

AI Writes Faster Than Humans Can Review: A Longitudinal Study of an Enterprise 2x Mandate How much does AI impact development speed? An enterprise- based randomized controlled trial,

Reference 7

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This paper cites Measuring the Impact of Early-2025 AI on Experienced Open-Source Developer Productivity.

AI Writes Faster Than Humans Can Review: A Longitudinal Study of an Enterprise 2x Mandate Measuring the Impact of Early-2025 AI on Experienced Open-Source Developer Productivity

Reference 8

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This paper cites Developer Productivity With and Without GitHub Copilot: A Longitudinal Mixed-Methods Case Study.

AI Writes Faster Than Humans Can Review: A Longitudinal Study of an Enterprise 2x Mandate Developer Productivity With and Without GitHub Copilot: A Longitudinal Mixed-Methods Case Study

Reference 9

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This paper cites GitHub Copilot and Developer Productivity: An Observational Dose-Response Analysis.

AI Writes Faster Than Humans Can Review: A Longitudinal Study of an Enterprise 2x Mandate GitHub Copilot and Developer Productivity: An Observational Dose-Response Analysis

Reference 10

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This paper cites ‘Maybe We Need Some More Examples:’ Individual and Team Drivers of Developer GenAI Tool Use,.

AI Writes Faster Than Humans Can Review: A Longitudinal Study of an Enterprise 2x Mandate ‘Maybe We Need Some More Examples:’ Individual and Team Drivers of Developer GenAI Tool Use,

Reference 11

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This paper cites Public memo announcing an organization-wide AI productivity mandate (a2×goal),.

AI Writes Faster Than Humans Can Review: A Longitudinal Study of an Enterprise 2x Mandate Public memo announcing an organization-wide AI productivity mandate (a2×goal),

Reference 12

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AI Writes Faster Than Humans Can Review: A Longitudinal Study of an Enterprise 2x Mandate Guidelines for conducting and re- porting case study research in software engineering,

Reference 13

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AI Writes Faster Than Humans Can Review: A Longitudinal Study of an Enterprise 2x Mandate Revisiting event-study designs: robust and efficient estimation,

Reference 14

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This paper cites What’s trending in difference-in-differences? A synthesis of the recent econometrics literature,.

AI Writes Faster Than Humans Can Review: A Longitudinal Study of an Enterprise 2x Mandate What’s trending in difference-in-differences? A synthesis of the recent econometrics literature,

Reference 15

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This paper cites Speed at the cost of quality: How Cursor AI increases short-term velocity and long-term complexity in open-source projects,.

AI Writes Faster Than Humans Can Review: A Longitudinal Study of an Enterprise 2x Mandate Speed at the cost of quality: How Cursor AI increases short-term velocity and long-term complexity in open-source projects,

Reference 16

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This paper cites The SPACE of developer produc- tivity,.

AI Writes Faster Than Humans Can Review: A Longitudinal Study of an Enterprise 2x Mandate The SPACE of developer produc- tivity,

Reference 17

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This paper cites Is GitHub Copilot a substitute for human pair- programming? An empirical study,.

AI Writes Faster Than Humans Can Review: A Longitudinal Study of an Enterprise 2x Mandate Is GitHub Copilot a substitute for human pair- programming? An empirical study,

Reference 18

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This paper cites Expectation vs. experience: Evaluating the usability of code generation tools powered by large language models,.

AI Writes Faster Than Humans Can Review: A Longitudinal Study of an Enterprise 2x Mandate Expectation vs. experience: Evaluating the usability of code generation tools powered by large language models,

Reference 19

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This paper cites The Impact of Generative AI on Collaborative Open-Source Software Development: Evidence from GitHub Copilot.

AI Writes Faster Than Humans Can Review: A Longitudinal Study of an Enterprise 2x Mandate The Impact of Generative AI on Collaborative Open-Source Software Development: Evidence from GitHub Copilot

Reference 20

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This paper cites Generative AI and the nature of work,.

AI Writes Faster Than Humans Can Review: A Longitudinal Study of an Enterprise 2x Mandate Generative AI and the nature of work,

Reference 21

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This paper cites Who is using AI to code? Global diffusion and impact of generative AI,.

AI Writes Faster Than Humans Can Review: A Longitudinal Study of an Enterprise 2x Mandate Who is using AI to code? Global diffusion and impact of generative AI,

Reference 22

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This paper cites AI raises the productivity bar,.

AI Writes Faster Than Humans Can Review: A Longitudinal Study of an Enterprise 2x Mandate AI raises the productivity bar,

Reference 23

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This paper cites AI IDEs or autonomous agents? Measuring the Impact of Coding Agents on Software Development,.

AI Writes Faster Than Humans Can Review: A Longitudinal Study of an Enterprise 2x Mandate AI IDEs or autonomous agents? Measuring the Impact of Coding Agents on Software Development,

Reference 24

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This paper cites AI agents and higher-order work,.

AI Writes Faster Than Humans Can Review: A Longitudinal Study of an Enterprise 2x Mandate AI agents and higher-order work,

Reference 25

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This paper cites Code with me or for me? How increasing AI automation transforms developer workflows,.

AI Writes Faster Than Humans Can Review: A Longitudinal Study of an Enterprise 2x Mandate Code with me or for me? How increasing AI automation transforms developer workflows,

Reference 26

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This paper cites Debt Behind the AI Boom: A Large-Scale Empirical Study of AI-Generated Code in the Wild.

AI Writes Faster Than Humans Can Review: A Longitudinal Study of an Enterprise 2x Mandate Debt Behind the AI Boom: A Large-Scale Empirical Study of AI-Generated Code in the Wild

Reference 27

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This paper cites More Code, Less Understanding? On the Impact of AI Assis- tants on Developers’ Productivity and Code Ownership,.

AI Writes Faster Than Humans Can Review: A Longitudinal Study of an Enterprise 2x Mandate More Code, Less Understanding? On the Impact of AI Assis- tants on Developers’ Productivity and Code Ownership,

Reference 28

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This paper cites From Technical Debt to Cognitive and Intent Debt: Rethinking Software Health in the Age of AI.

AI Writes Faster Than Humans Can Review: A Longitudinal Study of an Enterprise 2x Mandate From Technical Debt to Cognitive and Intent Debt: Rethinking Software Health in the Age of AI

Reference 29

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This paper cites Investigating Autonomous Agent Contributions in the Wild: Activity Patterns and Code Change over Time,.

AI Writes Faster Than Humans Can Review: A Longitudinal Study of an Enterprise 2x Mandate Investigating Autonomous Agent Contributions in the Wild: Activity Patterns and Code Change over Time,

Reference 30

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This paper cites Medappa, Murat M.

AI Writes Faster Than Humans Can Review: A Longitudinal Study of an Enterprise 2x Mandate Medappa, Murat M

Reference 31

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This paper cites Echoes of AI: Investigating the downstream effects of AI assistants on software maintain- ability,.

AI Writes Faster Than Humans Can Review: A Longitudinal Study of an Enterprise 2x Mandate Echoes of AI: Investigating the downstream effects of AI assistants on software maintain- ability,

Reference 32

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This paper cites Expectations, outcomes, and chal- lenges of modern code review,.

AI Writes Faster Than Humans Can Review: A Longitudinal Study of an Enterprise 2x Mandate Expectations, outcomes, and chal- lenges of modern code review,

Reference 33

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This paper cites Code reviews do not find bugs. How the current code review best practice slows us down,.

AI Writes Faster Than Humans Can Review: A Longitudinal Study of an Enterprise 2x Mandate Code reviews do not find bugs. How the current code review best practice slows us down,

Reference 34

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This paper cites A large-scale survey on the usability of AI programming assistants: Successes and chal- lenges,.

AI Writes Faster Than Humans Can Review: A Longitudinal Study of an Enterprise 2x Mandate A large-scale survey on the usability of AI programming assistants: Successes and chal- lenges,

Reference 35

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Observation ce8c08e5-3d17-4285-a08b-bf4b4ed7be2c · outbound

This paper cites The impact of code review coverage and code review participa- 11 tion on software quality: A case study of the Qt, VTK, and ITK projects,.

AI Writes Faster Than Humans Can Review: A Longitudinal Study of an Enterprise 2x Mandate The impact of code review coverage and code review participa- 11 tion on software quality: A case study of the Qt, VTK, and ITK projects,

Reference 36

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This paper cites When code authors are agents: A large-scale study of human–agent collaboration in pull requests.

AI Writes Faster Than Humans Can Review: A Longitudinal Study of an Enterprise 2x Mandate When code authors are agents: A large-scale study of human–agent collaboration in pull requests

Reference 37

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This paper cites Collaborator or Assistant? How AI Coding Agents Partition Work Across Pull Request Lifecycles.

AI Writes Faster Than Humans Can Review: A Longitudinal Study of an Enterprise 2x Mandate Collaborator or Assistant? How AI Coding Agents Partition Work Across Pull Request Lifecycles

Reference 38

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This paper cites Comparing AI Coding Agents: A Task-Stratified Analysis of Pull Request Acceptance.

AI Writes Faster Than Humans Can Review: A Longitudinal Study of an Enterprise 2x Mandate Comparing AI Coding Agents: A Task-Stratified Analysis of Pull Request Acceptance

Reference 39

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This paper cites On the use of agentic coding: An empirical study of pull requests on GitHub,.

AI Writes Faster Than Humans Can Review: A Longitudinal Study of an Enterprise 2x Mandate On the use of agentic coding: An empirical study of pull requests on GitHub,

Reference 40

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This paper cites Coding agents in the wild: Failure modes and rejection patterns of ai-generated pull requests,.

AI Writes Faster Than Humans Can Review: A Longitudinal Study of an Enterprise 2x Mandate Coding agents in the wild: Failure modes and rejection patterns of ai-generated pull requests,

Reference 41

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This paper cites Where do AI coding agents fail? An Empirical Study of Failed Agentic Pull Requests in GitHub,.

AI Writes Faster Than Humans Can Review: A Longitudinal Study of an Enterprise 2x Mandate Where do AI coding agents fail? An Empirical Study of Failed Agentic Pull Requests in GitHub,

Reference 42

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Observation 9b8b27dc-6c80-4827-a12e-0bea013db6c9 · outbound

This paper cites These Aren't the Reviews You're Looking For How Humans Review AI-Generated Pull Requests.

AI Writes Faster Than Humans Can Review: A Longitudinal Study of an Enterprise 2x Mandate These Aren't the Reviews You're Looking For How Humans Review AI-Generated Pull Requests

Reference 43

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Observation 63c0b8de-e79d-4cd3-967a-5d81d59ba048 · outbound

This paper cites Human-AI Synergy in Agentic Code Review,.

AI Writes Faster Than Humans Can Review: A Longitudinal Study of an Enterprise 2x Mandate Human-AI Synergy in Agentic Code Review,

Reference 44

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Observation b2860994-47c3-4e86-bc96-9a33fb6356d1 · outbound

This paper cites The productivity paradox of information tech- nology,.

AI Writes Faster Than Humans Can Review: A Longitudinal Study of an Enterprise 2x Mandate The productivity paradox of information tech- nology,

Reference 45

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Observation 237a1422-e4f0-4ec2-a90f-6e748cad86fb · outbound

This paper cites Informa- tion technology, workplace organization, and the demand for skilled labor: Firm-level evidence,.

AI Writes Faster Than Humans Can Review: A Longitudinal Study of an Enterprise 2x Mandate Informa- tion technology, workplace organization, and the demand for skilled labor: Firm-level evidence,

Reference 46

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Observation 14a4310b-efcf-4d16-950b-4ac198f36f2b · outbound

This paper cites Why are there still so many jobs? The history and future of workplace automation,.

AI Writes Faster Than Humans Can Review: A Longitudinal Study of an Enterprise 2x Mandate Why are there still so many jobs? The history and future of workplace automation,

Reference 47

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 27973465-0189-49f8-a0eb-82c53ba2c6ec · outbound

This paper cites Experimental evidence on the produc- tivity effects of generative artificial intelligence,.

AI Writes Faster Than Humans Can Review: A Longitudinal Study of an Enterprise 2x Mandate Experimental evidence on the produc- tivity effects of generative artificial intelligence,

Reference 48

Resolution: verified fuzzy; raw_fallback, observed 2026-07-05T10:10:54.546447Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 739a788b-048d-4e38-8f56-1882e326e956 · outbound

This paper cites Generative ai at work,.

AI Writes Faster Than Humans Can Review: A Longitudinal Study of an Enterprise 2x Mandate Generative ai at work,

Reference 49

Resolution: verified fuzzy; raw_fallback, observed 2026-07-05T10:10:54.568297Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 39ce0175-80e9-48fc-a7a1-e9b08414fdaa · outbound

This paper cites Navigating the jagged technological frontier: Field experimental evidence of the effects of AI on knowledge worker productivity and quality,.

AI Writes Faster Than Humans Can Review: A Longitudinal Study of an Enterprise 2x Mandate Navigating the jagged technological frontier: Field experimental evidence of the effects of AI on knowledge worker productivity and quality,

Reference 50

Resolution: verified fuzzy; raw_fallback, observed 2026-07-05T10:10:54.539254Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 8e212236-d75e-4a51-8082-6543c9d15287 · outbound

This paper cites From Prompting to Verification: How Experience Shapes Vibe Coding Practices.

AI Writes Faster Than Humans Can Review: A Longitudinal Study of an Enterprise 2x Mandate From Prompting to Verification: How Experience Shapes Vibe Coding Practices

Reference 51

Resolution: verified exact; local_arxiv, observed 2026-07-03T09:17:48.347171Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 121e9968-a415-4da6-92c2-92f2aded3a05 · outbound

This paper cites Keeping Humans in the Driver’s Seat: A Conceptual Framework for GenAI and Competence Debt,.

AI Writes Faster Than Humans Can Review: A Longitudinal Study of an Enterprise 2x Mandate Keeping Humans in the Driver’s Seat: A Conceptual Framework for GenAI and Competence Debt,

Reference 52

Resolution: verified fuzzy; raw_fallback, observed 2026-07-05T10:10:54.541837Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation e760a1bd-1f77-4cad-96ab-6d8be4225962 · outbound

This paper cites Forsgren, J.

AI Writes Faster Than Humans Can Review: A Longitudinal Study of an Enterprise 2x Mandate Forsgren, J

Reference 53

Resolution: verified fuzzy; raw_fallback, observed 2026-07-05T10:10:54.548272Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation dd3f75fd-1da8-470a-9cca-afe98b3e2fb0 · outbound

This paper cites Detecting and characterizing bots that commit code,.

AI Writes Faster Than Humans Can Review: A Longitudinal Study of an Enterprise 2x Mandate Detecting and characterizing bots that commit code,

Reference 54

Resolution: verified fuzzy; raw_fallback, observed 2026-07-05T10:10:54.564184Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation fee778f9-95ab-47e8-bce7-badfa606aac4 · outbound

This paper cites A ground-truth dataset and classification model for detecting bots in GitHub issue and PR comments,.

AI Writes Faster Than Humans Can Review: A Longitudinal Study of an Enterprise 2x Mandate A ground-truth dataset and classification model for detecting bots in GitHub issue and PR comments,

Reference 55

Resolution: verified fuzzy; raw_fallback, observed 2026-07-05T10:10:54.598871Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation ccee2e8a-5ac1-471c-b4d1-0f9b2caac793 · outbound

This paper cites Automating dependency updates in practice: An exploratory study on GitHub Depend- abot,.

AI Writes Faster Than Humans Can Review: A Longitudinal Study of an Enterprise 2x Mandate Automating dependency updates in practice: An exploratory study on GitHub Depend- abot,

Reference 56

Resolution: verified fuzzy; raw_fallback, observed 2026-07-05T10:10:54.532331Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 393ea482-0c13-4079-85b1-8fd7fe1e4176 · outbound

This paper cites Mo- tivations, challenges, best practices, and benefits for bots and conversational agents in software engineering: A multivocal literature review,.

AI Writes Faster Than Humans Can Review: A Longitudinal Study of an Enterprise 2x Mandate Mo- tivations, challenges, best practices, and benefits for bots and conversational agents in software engineering: A multivocal literature review,

Reference 57

Resolution: verified fuzzy; raw_fallback, observed 2026-07-05T10:10:54.534486Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 111cd793-97f6-4401-b35e-8e61eef28f53 · outbound

This paper cites Difference-in-differences with multiple time periods,.

AI Writes Faster Than Humans Can Review: A Longitudinal Study of an Enterprise 2x Mandate Difference-in-differences with multiple time periods,

Reference 58

Resolution: verified fuzzy; raw_fallback, observed 2026-07-05T10:10:54.536773Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 18906e8d-0321-4c2b-a3a7-c9ddf2dcdb79 · outbound

This paper cites Modern code review: a case study at Google,.

AI Writes Faster Than Humans Can Review: A Longitudinal Study of an Enterprise 2x Mandate Modern code review: a case study at Google,

Reference 59

Resolution: verified fuzzy; raw_fallback, observed 2026-07-05T10:10:54.530263Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Coverage vector

Reference resolution

Outbound references

Pith citing papers