Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-06T20:22:32.987536Z
Paper Citation Record · LEDGER
The Impact of LLM-Assistants on Software Developer Productivity: A Systematic Review and Mapping Study
As of 8 August 2026, this Paper Citation Record lists 70 of 70 outbound references and 11 inbound Pith citation observations for arXiv:2507.03156.
A citation records a reference. It does not transfer a finding from one paper to another.
Coverage vector
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-07-01T07:05:50.811872Z
A source-named dated measurement, never combined with another source.
Source: arxiv_reference, observed 2026-07-10T12:15:01.137692Z
Reference resolution
70 of 70 outbound references displayed
- verified exact1
- verified fuzzy58
- unresolved10
- parse uncertain0
- malformed identifier1
- metadata mismatch0
External citation measurements
No source-named external measurement is stored.
Outbound references
Observation fff8c6ea-2b07-4700-b2a3-71a83018b693 · outbound
This paper cites Large language models for software engineering: A systematic literature review.
The Impact of LLM-Assistants on Software Developer Productivity: A Systematic Review and Mapping Study Large language models for software engineering: A systematic literature review
Reference 1
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T20:22:44.459594Z
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 cc061fe6-d2d7-4983-9a99-9a29e0a2269c · outbound
This paper cites Accessed: 2025-06-12.
The Impact of LLM-Assistants on Software Developer Productivity: A Systematic Review and Mapping Study Accessed: 2025-06-12
Reference 2
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T20:22:44.269192Z
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 6e11d4f6-9bd0-40c7-8efa-77e0e5c5e94f · outbound
This paper cites https://github.com/features/copilot.
The Impact of LLM-Assistants on Software Developer Productivity: A Systematic Review and Mapping Study https://github.com/features/copilot
Reference 3
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T20:22:44.101126Z
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 9a53d82b-64f6-420f-ba28-dc91d0e6e699 · outbound
This paper cites A Comparative Study of Code Generation using ChatGPT 3.5 across 10 Programming Languages.
The Impact of LLM-Assistants on Software Developer Productivity: A Systematic Review and Mapping Study A Comparative Study of Code Generation using ChatGPT 3.5 across 10 Programming Languages
Reference 4
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T20:22:28.470764Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7e0dd660-447e-4e4d-90b8-b2d8b38ebafd · outbound
This paper cites On the effectiveness of large language models in domain-specific code generation.
The Impact of LLM-Assistants on Software Developer Productivity: A Systematic Review and Mapping Study On the effectiveness of large language models in domain-specific code generation
Reference 5
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T20:22:43.945381Z
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 cb02ba14-5187-4e1a-bade-8f5fc416392b · outbound
This paper cites Code prediction by feeding trees to transformers.
The Impact of LLM-Assistants on Software Developer Productivity: A Systematic Review and Mapping Study Code prediction by feeding trees to transformers
Reference 6
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T20:22:43.776312Z
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 be660b6b-2a90-4123-bff3-257eeeaf7ff5 · outbound
This paper cites PATCH: Empowering Large Language Model with Programmer-Intent Guidance and Collaborative-Behavior Simulation for Automatic Bug Fixing.
The Impact of LLM-Assistants on Software Developer Productivity: A Systematic Review and Mapping Study PATCH: Empowering Large Language Model with Programmer-Intent Guidance and Collaborative-Behavior Simulation for Automatic Bug Fixing
Reference 7
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T20:22:43.628433Z
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 94633503-b737-41c6-a466-305a4c611aee · outbound
This paper cites Automatic bug fixing via deliberate problem solving with large language models.
The Impact of LLM-Assistants on Software Developer Productivity: A Systematic Review and Mapping Study Automatic bug fixing via deliberate problem solving with large language models
Reference 8
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T20:22:43.447265Z
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 1d9541dc-cfc4-4820-8b5e-c4d756c3854f · outbound
This paper cites DebugBench: Evaluating Debugging Capability of Large Language Models.
The Impact of LLM-Assistants on Software Developer Productivity: A Systematic Review and Mapping Study DebugBench: Evaluating Debugging Capability of Large Language Models
Reference 9
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T20:22:28.802176Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 78ef5dd4-a174-4ee0-8f5f-c141b5372ae3 · outbound
This paper cites A comparative analysis of large language models for code documentation generation.
The Impact of LLM-Assistants on Software Developer Productivity: A Systematic Review and Mapping Study A comparative analysis of large language models for code documentation generation
Reference 10
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T20:22:43.243203Z
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 37c452cf-3344-4bc2-96ef-a357fcd6c3a0 · outbound
This paper cites LLM-Cure: LLM-based Competitor User Review Analysis for Feature Enhancement.
The Impact of LLM-Assistants on Software Developer Productivity: A Systematic Review and Mapping Study LLM-Cure: LLM-based Competitor User Review Analysis for Feature Enhancement
Reference 11
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T20:22:28.912549Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7da4c0a8-6534-47da-abb6-9ad0c691ffd3 · outbound
This paper cites Software testing with large language models: Survey, landscape, and vision.
The Impact of LLM-Assistants on Software Developer Productivity: A Systematic Review and Mapping Study Software testing with large language models: Survey, landscape, and vision
Reference 12
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T20:22:43.100466Z
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 317e8777-3fc3-4c3e-ba3c-543bf8a46730 · outbound
This paper cites Large language models for software engineering: Survey and open problems.
The Impact of LLM-Assistants on Software Developer Productivity: A Systematic Review and Mapping Study Large language models for software engineering: Survey and open problems
Reference 13
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T20:22:42.898924Z
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 f694978f-8941-45fe-82ca-de844c01bde2 · outbound
This paper cites Large Language Models Based Automatic Synthesis of Software Specifications.
The Impact of LLM-Assistants on Software Developer Productivity: A Systematic Review and Mapping Study Large Language Models Based Automatic Synthesis of Software Specifications
Reference 14
- Resolution
- unresolved
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Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 92221e29-32b0-4b12-bcfe-7fe7e885112a · outbound
This paper cites Chatgpt prompt patterns for improving code quality, refactoring, requirements elicitation, and software design.
The Impact of LLM-Assistants on Software Developer Productivity: A Systematic Review and Mapping Study Chatgpt prompt patterns for improving code quality, refactoring, requirements elicitation, and software design
Reference 15
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T20:22:42.658891Z
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 1277af55-eba2-451a-8576-683bed5cc24a · outbound
This paper cites Taking Flight with Copilot: Early insights and opportunities of AI-powered pair- programming tools.
The Impact of LLM-Assistants on Software Developer Productivity: A Systematic Review and Mapping Study Taking Flight with Copilot: Early insights and opportunities of AI-powered pair- programming tools
Reference 16
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T20:22:42.520871Z
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 0b0308b5-a052-4b89-b89a-9839f36b8b7d · outbound
This paper cites What predicts software developers’ productivity?.
The Impact of LLM-Assistants on Software Developer Productivity: A Systematic Review and Mapping Study What predicts software developers’ productivity?
Reference 17
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T20:22:42.350704Z
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 99f2049c-5b7b-4a56-92b1-22eeec311394 · outbound
This paper cites Mind the gap: on the relationship between automatically measured and self-reported productivity.
The Impact of LLM-Assistants on Software Developer Productivity: A Systematic Review and Mapping Study Mind the gap: on the relationship between automatically measured and self-reported productivity
Reference 18
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T20:22:42.203627Z
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 68025902-0a0a-4f0c-8fa3-132fac0e01ce · outbound
This paper cites acmqueue 19 (1), 20–48.
The Impact of LLM-Assistants on Software Developer Productivity: A Systematic Review and Mapping Study acmqueue 19 (1), 20–48
Reference 19
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T20:22:42.044462Z
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 58455d72-8001-4f96-9239-af3092239ed6 · outbound
This paper cites Supplemental Material.
The Impact of LLM-Assistants on Software Developer Productivity: A Systematic Review and Mapping Study Supplemental Material
Reference 20
- Resolution
- malformed identifier
- no resolver link, observed 2026-08-06T20:22:29.654857Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a8836b39-7438-4a04-b328-f1bcccf9bb6f · outbound
This paper cites Pearson Education, 1995.
The Impact of LLM-Assistants on Software Developer Productivity: A Systematic Review and Mapping Study Pearson Education, 1995
Reference 21
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T20:22:29.748857Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a01ad1a6-d281-4ed2-b911-23411582a298 · outbound
This paper cites Addison-Wesley, 2013.
The Impact of LLM-Assistants on Software Developer Productivity: A Systematic Review and Mapping Study Addison-Wesley, 2013
Reference 22
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T20:22:41.803713Z
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 96909450-54df-4e75-ad3b-d03bb7bc60ba · outbound
This paper cites The geography of coordination: Dealing with distance in R&D work.
The Impact of LLM-Assistants on Software Developer Productivity: A Systematic Review and Mapping Study The geography of coordination: Dealing with distance in R&D work
Reference 23
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T20:22:41.620198Z
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 e73afd9d-9c26-4913-ae42-b214fa4320d3 · outbound
This paper cites Two case studies of open source software development: Apache and Mozilla.
The Impact of LLM-Assistants on Software Developer Productivity: A Systematic Review and Mapping Study Two case studies of open source software development: Apache and Mozilla
Reference 24
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T20:22:41.446590Z
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 e661eb71-14e2-4618-82a0-334dce0e6dea · outbound
This paper cites A Systematic Review of Productivity Factors in Software Development.
The Impact of LLM-Assistants on Software Developer Productivity: A Systematic Review and Mapping Study A Systematic Review of Productivity Factors in Software Development
Reference 25
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T20:22:30.042248Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2f0deca3-859b-43fe-86e2-c7a9acdd851d · outbound
This paper cites What happens when software developers are (un) happy.
The Impact of LLM-Assistants on Software Developer Productivity: A Systematic Review and Mapping Study What happens when software developers are (un) happy
Reference 26
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T20:22:41.255188Z
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 41a1b2b6-d7e5-4327-924d-d976a34dc94e · outbound
This paper cites Measuring and predicting software productivity: A systematic map and review.
The Impact of LLM-Assistants on Software Developer Productivity: A Systematic Review and Mapping Study Measuring and predicting software productivity: A systematic map and review
Reference 27
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T20:22:40.984090Z
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 d72076dc-2586-45ed-bb2f-49fc92aff117 · outbound
This paper cites Continuous deployment at Facebook and OANDA.
The Impact of LLM-Assistants on Software Developer Productivity: A Systematic Review and Mapping Study Continuous deployment at Facebook and OANDA
Reference 28
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T20:22:40.757424Z
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 d240b2c4-50ba-4cec-8e25-81664b5ca700 · outbound
This paper cites Developer fluency: Achieving true mastery in software projects.
The Impact of LLM-Assistants on Software Developer Productivity: A Systematic Review and Mapping Study Developer fluency: Achieving true mastery in software projects
Reference 29
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T20:22:40.627619Z
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 31af45cb-262b-4d4f-9807-a90af208cd32 · outbound
This paper cites IT Revolution, 2018.
The Impact of LLM-Assistants on Software Developer Productivity: A Systematic Review and Mapping Study IT Revolution, 2018
Reference 30
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T20:22:40.427980Z
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 a2dc9ed2-3b5e-4030-bb45-3791053909dd · outbound
This paper cites DevEX: What actually drives productivity?.
The Impact of LLM-Assistants on Software Developer Productivity: A Systematic Review and Mapping Study DevEX: What actually drives productivity?
Reference 31
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T20:22:40.098761Z
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 f6dffa8d-cca5-4093-a887-7c83f352b6c1 · outbound
This paper cites Developer experience: Concept and definition.
The Impact of LLM-Assistants on Software Developer Productivity: A Systematic Review and Mapping Study Developer experience: Concept and definition
Reference 32
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T20:22:30.643878Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 227819a9-7979-4bbd-8f67-7cee738b0c06 · outbound
This paper cites Changes in perceived productivity of software engineers during COVID-19 pandemic: The voice of evidence.
The Impact of LLM-Assistants on Software Developer Productivity: A Systematic Review and Mapping Study Changes in perceived productivity of software engineers during COVID-19 pandemic: The voice of evidence
Reference 33
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T20:22:40.018743Z
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 a38539bd-42a0-4216-88c9-163deff711f4 · outbound
This paper cites What improves developer productivity at google? code quality.
The Impact of LLM-Assistants on Software Developer Productivity: A Systematic Review and Mapping Study What improves developer productivity at google? code quality
Reference 34
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T20:22:39.910916Z
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 47f016c4-a823-4a8a-95ae-cb0968285443 · outbound
This paper cites An exploratory study of productivity perceptions in software teams.
The Impact of LLM-Assistants on Software Developer Productivity: A Systematic Review and Mapping Study An exploratory study of productivity perceptions in software teams
Reference 35
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T20:22:39.771628Z
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 43a0ced4-353a-428f-938e-1a1d882b0c14 · outbound
This paper cites Improving Productivity through Corporate Hackathons: A Multiple Case Study of Two Large-scale Agile Organizations.
The Impact of LLM-Assistants on Software Developer Productivity: A Systematic Review and Mapping Study Improving Productivity through Corporate Hackathons: A Multiple Case Study of Two Large-scale Agile Organizations
Reference 36
- Resolution
- verified exact
- local_arxiv, observed 2026-08-06T20:22:33.303159Z
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 9471b11d-90ba-41ed-a2bb-53deabfa1ba3 · outbound
This paper cites How developers and managers define and trade productivity for quality.
The Impact of LLM-Assistants on Software Developer Productivity: A Systematic Review and Mapping Study How developers and managers define and trade productivity for quality
Reference 37
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T20:22:39.653718Z
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 6bc11332-7492-4245-b300-ee2bb90fa35a · outbound
This paper cites Impostor phenomenon in software engineers.
The Impact of LLM-Assistants on Software Developer Productivity: A Systematic Review and Mapping Study Impostor phenomenon in software engineers
Reference 38
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T20:22:39.533165Z
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 afbaae99-6e51-4b22-a5a4-5ef6dc1c89f2 · outbound
This paper cites From forced Working-From-Home to voluntary working-from-anywhere: Two revolutions in telework.
The Impact of LLM-Assistants on Software Developer Productivity: A Systematic Review and Mapping Study From forced Working-From-Home to voluntary working-from-anywhere: Two revolutions in telework
Reference 39
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T20:22:39.426871Z
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 8222e8d2-4e16-4e12-b86c-35360f4e48aa · outbound
This paper cites an unresolved cited work.
The Impact of LLM-Assistants on Software Developer Productivity: A Systematic Review and Mapping Study Unresolved cited work
Reference 40
- Resolution
- unresolved
- raw_fallback, observed 2026-08-06T20:22:39.310326Z
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 2020bc55-a044-4a0f-8bb6-de8062271c25 · outbound
This paper cites Search strategy formulation for systematic reviews: Issues, challenges and opportunities.
The Impact of LLM-Assistants on Software Developer Productivity: A Systematic Review and Mapping Study Search strategy formulation for systematic reviews: Issues, challenges and opportunities
Reference 41
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T20:22:39.161470Z
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 f3442765-009d-4591-8b8a-0b6066ad8ede · outbound
This paper cites Identifying relevant studies in software engineering.
The Impact of LLM-Assistants on Software Developer Productivity: A Systematic Review and Mapping Study Identifying relevant studies in software engineering
Reference 42
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T20:22:39.025536Z
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 5ab5abe6-8c26-4213-9ac4-28b7614d1369 · outbound
This paper cites Systematic literature review of commercial participation in open source software.
The Impact of LLM-Assistants on Software Developer Productivity: A Systematic Review and Mapping Study Systematic literature review of commercial participation in open source software
Reference 43
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T20:22:38.891716Z
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 9fa638fe-f3f9-4c7d-a6bf-924e94974675 · outbound
This paper cites A Systematic Literature Review of Multi-Label Learning in Software Engineering.
The Impact of LLM-Assistants on Software Developer Productivity: A Systematic Review and Mapping Study A Systematic Literature Review of Multi-Label Learning in Software Engineering
Reference 44
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T20:22:38.745884Z
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 84464c03-a4c3-4e28-95c5-223440c70aee · outbound
This paper cites A systematic literature review on federated machine learning: From a software engineering perspective.
The Impact of LLM-Assistants on Software Developer Productivity: A Systematic Review and Mapping Study A systematic literature review on federated machine learning: From a software engineering perspective
Reference 45
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T20:22:38.556456Z
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 52216d8b-553c-4762-84a5-3c79aa205f0e · outbound
This paper cites A Systematic Literature Review on the Influence of Enhanced Developer Experience on Developers’ Productivity: Factors, Practices, and Recommendations.
The Impact of LLM-Assistants on Software Developer Productivity: A Systematic Review and Mapping Study A Systematic Literature Review on the Influence of Enhanced Developer Experience on Developers’ Productivity: Factors, Practices, and Recommendations
Reference 46
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T20:22:38.134347Z
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 086a737e-ad97-4d6c-ab5f-2cc4e524d1b0 · outbound
This paper cites The PRISMA 2020 statement: an updated guideline for reporting systematic reviews.
The Impact of LLM-Assistants on Software Developer Productivity: A Systematic Review and Mapping Study The PRISMA 2020 statement: an updated guideline for reporting systematic reviews
Reference 47
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T20:22:31.702573Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation bd1fbf49-4c21-43c3-a786-67383d5aa97b · outbound
This paper cites A systematic literature review on technical debt prioritization: Strategies, processes, factors, and tools.
The Impact of LLM-Assistants on Software Developer Productivity: A Systematic Review and Mapping Study A systematic literature review on technical debt prioritization: Strategies, processes, factors, and tools
Reference 48
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T20:22:37.752001Z
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 da0b3a1d-28d3-4ec8-86ad-954e5e3ac100 · outbound
This paper cites A systematic literature review of literature reviews in software testing.
The Impact of LLM-Assistants on Software Developer Productivity: A Systematic Review and Mapping Study A systematic literature review of literature reviews in software testing
Reference 49
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T20:22:37.439445Z
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 c3c3ecd5-414e-410d-8b18-920c51219d94 · outbound
This paper cites The ABC of software engineering research.
The Impact of LLM-Assistants on Software Developer Productivity: A Systematic Review and Mapping Study The ABC of software engineering research
Reference 50
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T20:22:37.330461Z
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 1632fc5a-5ea0-4da2-ad20-567f1b634cef · outbound
This paper cites Research in software engineering: an analysis of the literature.
The Impact of LLM-Assistants on Software Developer Productivity: A Systematic Review and Mapping Study Research in software engineering: an analysis of the literature
Reference 51
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T20:22:37.184452Z
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 d4bad777-28b3-4024-ab53-f0e986a722e5 · outbound
This paper cites Criteria for evaluating usability evaluation methods.
The Impact of LLM-Assistants on Software Developer Productivity: A Systematic Review and Mapping Study Criteria for evaluating usability evaluation methods
Reference 52
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T20:22:36.970393Z
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 cf7221d9-7d98-478f-a4ed-032ab6a65284 · outbound
This paper cites Development of NASA-TLX (Task Load Index): Results of empirical and theoretical research.
The Impact of LLM-Assistants on Software Developer Productivity: A Systematic Review and Mapping Study Development of NASA-TLX (Task Load Index): Results of empirical and theoretical research
Reference 53
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T20:22:36.814221Z
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 96683bda-a360-44ac-b99e-0f9007796884 · outbound
This paper cites Davis’ technology acceptance model (TAM)(1989).
The Impact of LLM-Assistants on Software Developer Productivity: A Systematic Review and Mapping Study Davis’ technology acceptance model (TAM)(1989)
Reference 54
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T20:22:36.687220Z
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 01599947-634e-4870-9135-dc481c1b8d71 · outbound
This paper cites Computer self-efficacy: Development of a measure and initial test.
The Impact of LLM-Assistants on Software Developer Productivity: A Systematic Review and Mapping Study Computer self-efficacy: Development of a measure and initial test
Reference 55
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T20:22:36.501688Z
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 1b73959b-dc86-4a7f-84ba-8256a6b8a01b · outbound
This paper cites Overcoming open source project entry barriers with a portal for newcomers.
The Impact of LLM-Assistants on Software Developer Productivity: A Systematic Review and Mapping Study Overcoming open source project entry barriers with a portal for newcomers
Reference 56
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T20:22:36.471623Z
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 695dc66f-a65a-4204-9593-22c3c8dd2216 · outbound
This paper cites A circumplex model of affect.
The Impact of LLM-Assistants on Software Developer Productivity: A Systematic Review and Mapping Study A circumplex model of affect
Reference 57
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T20:22:36.321946Z
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 c8976099-3ad2-4c3c-9cd0-c5baff111d47 · outbound
This paper cites Measuring the cognitive load of software developers: An extended Systematic Mapping Study.
The Impact of LLM-Assistants on Software Developer Productivity: A Systematic Review and Mapping Study Measuring the cognitive load of software developers: An extended Systematic Mapping Study
Reference 58
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T20:22:36.186213Z
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 ba9a5e6c-13ae-478d-97db-7b02bc203fc6 · outbound
This paper cites The effect of work environments on productivity and satisfaction of software engineers.
The Impact of LLM-Assistants on Software Developer Productivity: A Systematic Review and Mapping Study The effect of work environments on productivity and satisfaction of software engineers
Reference 59
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T20:22:36.089591Z
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 8543423c-e1b6-44c7-96a8-ad320af5c79a · outbound
This paper cites Software metrics: good, bad and missing.
The Impact of LLM-Assistants on Software Developer Productivity: A Systematic Review and Mapping Study Software metrics: good, bad and missing
Reference 60
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T20:22:35.770645Z
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 32d1c195-d494-4b61-a741-930ee2c82272 · outbound
This paper cites Analytical and empirical evaluation of software reuse metrics.
The Impact of LLM-Assistants on Software Developer Productivity: A Systematic Review and Mapping Study Analytical and empirical evaluation of software reuse metrics
Reference 61
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T20:22:35.685518Z
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 00f004ba-b9c2-4a8f-ae60-a195d79f7393 · outbound
This paper cites Grounded copilot: How programmers interact with code-generating models.
The Impact of LLM-Assistants on Software Developer Productivity: A Systematic Review and Mapping Study Grounded copilot: How programmers interact with code-generating models
Reference 62
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T20:22:35.366663Z
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 22c60609-f907-4a18-a836-048737231249 · outbound
This paper cites Complacency and bias in human use of automation: An attentional integration.
The Impact of LLM-Assistants on Software Developer Productivity: A Systematic Review and Mapping Study Complacency and bias in human use of automation: An attentional integration
Reference 63
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T20:22:35.050063Z
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 54063e40-fa7e-4c4e-ac6b-d67a1188ec9e · outbound
This paper cites https://services.google.com/fh/files/ misc/state-of-devops-2021.pdf.
The Impact of LLM-Assistants on Software Developer Productivity: A Systematic Review and Mapping Study https://services.google.com/fh/files/ misc/state-of-devops-2021.pdf
Reference 64
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T20:22:34.830147Z
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 e1518ce9-65d4-4859-b8a0-9668bceaf60b · outbound
This paper cites How much SPACE do metrics have in GenAI assisted software development?.
The Impact of LLM-Assistants on Software Developer Productivity: A Systematic Review and Mapping Study How much SPACE do metrics have in GenAI assisted software development?
Reference 65
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T20:22:34.438246Z
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 2523201a-8203-4b81-8ff0-183e6623c331 · outbound
This paper cites From today’s code to tomorrow’s symphony: The AI transformation of developer’s routine by 2030.
The Impact of LLM-Assistants on Software Developer Productivity: A Systematic Review and Mapping Study From today’s code to tomorrow’s symphony: The AI transformation of developer’s routine by 2030
Reference 66
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T20:22:34.059531Z
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 c856ea85-2409-4d33-856f-65ff2d4af7bd · outbound
This paper cites Software Engineering by and for Humans in an AI Era.
The Impact of LLM-Assistants on Software Developer Productivity: A Systematic Review and Mapping Study Software Engineering by and for Humans in an AI Era
Reference 67
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T20:22:33.908001Z
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 5e88ee74-9d1c-4042-8400-5613b9d921ee · outbound
This paper cites Laws of the Media.
The Impact of LLM-Assistants on Software Developer Productivity: A Systematic Review and Mapping Study Laws of the Media
Reference 68
- Resolution
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Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 80f4a543-186b-4bc5-962c-ec63cb35f3c5 · outbound
This paper cites Why do developers struggle with documentation while excelling at programming.
The Impact of LLM-Assistants on Software Developer Productivity: A Systematic Review and Mapping Study Why do developers struggle with documentation while excelling at programming
Reference 69
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T20:22:33.761186Z
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 69299047-e6ad-431c-8efb-851c799f821c · outbound
This paper cites Ironies of generative AI: understanding and mitigating productivity loss in Human-AI interaction.
The Impact of LLM-Assistants on Software Developer Productivity: A Systematic Review and Mapping Study Ironies of generative AI: understanding and mitigating productivity loss in Human-AI interaction
Reference 70
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T20:22:33.639488Z
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.
Pith citing papers
Observation 5f7805dd-5f0f-49d3-941a-bba7929cb3c2 · inbound
Walking the Tightrope of LLMs for Software Development: A Practitioners' Perspective cites this paper.
Walking the Tightrope of LLMs for Software Development: A Practitioners' Perspective The Impact of LLM-Assistants on Software Developer Productivity: A Systematic Review and Mapping Study
Reference 24
- Resolution
- verified exact
- arxiv_id, observed 2026-08-04T01:49:11.866822Z
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 114d1896-2529-45df-b90e-11fd7e6e35d1 · inbound
EditFlow: Benchmarking and Optimizing Code Edit Recommendation Systems via Reconstruction of Developer Flows cites this paper.
EditFlow: Benchmarking and Optimizing Code Edit Recommendation Systems via Reconstruction of Developer Flows The Impact of LLM-Assistants on Software Developer Productivity: A Systematic Review and Mapping Study
Reference 43
- Resolution
- verified exact
- arxiv_id, observed 2026-08-04T01:49:11.866822Z
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 ba8874f1-2ead-4cd3-81ab-c76e5efd4b19 · inbound
Sustainable Code Generation Using Large Language Models: A Systematic Literature Review cites this paper.
Sustainable Code Generation Using Large Language Models: A Systematic Literature Review The Impact of LLM-Assistants on Software Developer Productivity: A Systematic Review and Mapping Study
Reference 77
- Resolution
- verified exact
- arxiv_id, observed 2026-08-04T01:49:11.866822Z
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 6132cf66-23c9-4b6f-8495-1eff6264a504 · 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 The Impact of LLM-Assistants on Software Developer Productivity: A Systematic Review and Mapping Study
Reference 47
- Resolution
- verified exact
- arxiv_id, observed 2026-08-04T01:49:11.866822Z
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 ff2c8392-7f4b-4207-9248-2a1dddc46170 · inbound
One Developer Is All You Need: A Case Study of an AI-Augmented One-Person Squad in a Brownfield Enterprise cites this paper.
One Developer Is All You Need: A Case Study of an AI-Augmented One-Person Squad in a Brownfield Enterprise The Impact of LLM-Assistants on Software Developer Productivity: A Systematic Review and Mapping Study
Reference 17
- Resolution
- verified exact
- arxiv_id, observed 2026-08-04T01:49:11.866822Z
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 66e4d45a-fdbf-4347-a5da-4eabd5ac550a · inbound
One Developer Is All You Need: A Case Study of an AI-Augmented One-Person Squad in a Brownfield Enterprise cites this paper.
One Developer Is All You Need: A Case Study of an AI-Augmented One-Person Squad in a Brownfield Enterprise The Impact of LLM-Assistants on Software Developer Productivity: A Systematic Review and Mapping Study
Reference 17
- Resolution
- verified exact
- arxiv_id, observed 2026-08-04T01:49:11.866822Z
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 aa6d7169-3395-4127-80f2-3568989dde49 · inbound
Agentic Agile-V: From Vibe Coding to Verified Engineering in Software and Hardware Development cites this paper.
Agentic Agile-V: From Vibe Coding to Verified Engineering in Software and Hardware Development The Impact of LLM-Assistants on Software Developer Productivity: A Systematic Review and Mapping Study
Reference 7
- Resolution
- verified exact
- arxiv_id, observed 2026-08-04T01:49:11.866822Z
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 7b2f7157-03d9-431e-8dde-55f634d84a87 · inbound
At What Cost? Software Developers' Well-Being in the Age of GenAI cites this paper.
At What Cost? Software Developers' Well-Being in the Age of GenAI The Impact of LLM-Assistants on Software Developer Productivity: A Systematic Review and Mapping Study
Reference 15
- Resolution
- verified exact
- arxiv_id, observed 2026-08-04T01:49:11.866822Z
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 20bfb696-e5ad-42d7-aec9-06937d00e6fe · inbound
Empirical Study on the Characteristics and Evolution of AI-usage in GitHub Repositories: Evidence from Code Comments cites this paper.
Empirical Study on the Characteristics and Evolution of AI-usage in GitHub Repositories: Evidence from Code Comments The Impact of LLM-Assistants on Software Developer Productivity: A Systematic Review and Mapping Study
Reference 97
- Resolution
- metadata mismatch
- arxiv_id, observed 2026-08-04T01:49:11.866822Z
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 a8baa51b-d5d4-4cef-b2d0-de68e02843eb · inbound
CodeChat-Eval: Evaluating Large Language Models in Multi-Turn Code Refinement Dialogues cites this paper.
CodeChat-Eval: Evaluating Large Language Models in Multi-Turn Code Refinement Dialogues The Impact of LLM-Assistants on Software Developer Productivity: A Systematic Review and Mapping Study
Reference 5
- Resolution
- verified exact
- arxiv_id, observed 2026-08-04T01:49:11.866822Z
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 8b72454d-e3d5-4b1b-a238-904c9deedad2 · inbound
CodeChat-Eval: Evaluating Large Language Models in Multi-Turn Code Refinement Dialogues cites this paper.
CodeChat-Eval: Evaluating Large Language Models in Multi-Turn Code Refinement Dialogues The Impact of LLM-Assistants on Software Developer Productivity: A Systematic Review and Mapping Study
Reference 5
- Resolution
- verified exact
- arxiv_id, observed 2026-08-04T01:49:11.866822Z
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.