Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-16T05:58:04.490295Z
Paper Citation Record · LEDGER
From Inductive to Deductive: LLMs-Based Qualitative Data Analysis in Requirements Engineering
As of 17 August 2026, this Paper Citation Record lists 33 of 33 outbound references and 1 inbound Pith citation observation for arXiv:2504.19384.
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 2026-08-16T06:30:59.297886+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-02T18:33:54.501346Z
A source-named dated measurement, never combined with another source.
Source: cited_works
Reference resolution
33 of 33 outbound references displayed
- verified exact3
- verified fuzzy14
- unresolved16
- parse uncertain0
- malformed identifier0
- metadata mismatch0
External citation measurements
No source-named external measurement is stored.
Outbound references
Observation 95da0cf4-9b2d-4761-8264-23328a3a68c9 · outbound
This paper cites an unresolved cited work.
From Inductive to Deductive: LLMs-Based Qualitative Data Analysis in Requirements Engineering Unresolved cited work
Reference 1
- Resolution
- unresolved
- raw_fallback, observed 2026-08-16T05:58:05.264752Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 7e63f06c-0f83-4ff3-ae51-a5b5295a4a0b · outbound
This paper cites Carrizo, O.
From Inductive to Deductive: LLMs-Based Qualitative Data Analysis in Requirements Engineering Carrizo, O
Reference 2
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-16T05:58:05.241377Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation d39977c2-24f1-4d5f-ba07-7afc75f34df2 · outbound
This paper cites Mucha, The QDAcity-RE-RS Method for Creating Complete, Consistent, and Traceable Require- ments Specifications, Friedrich-Alexander-Universitaet Erlangen-Nuernberg (Germany), 2023.
From Inductive to Deductive: LLMs-Based Qualitative Data Analysis in Requirements Engineering Mucha, The QDAcity-RE-RS Method for Creating Complete, Consistent, and Traceable Require- ments Specifications, Friedrich-Alexander-Universitaet Erlangen-Nuernberg (Germany), 2023
Reference 3
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-16T05:58:05.213159Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 5e5b0f7f-2768-480e-8278-05cc2637e5de · outbound
This paper cites Kaufmann, J.
From Inductive to Deductive: LLMs-Based Qualitative Data Analysis in Requirements Engineering Kaufmann, J
Reference 4
- Resolution
- verified exact
- doi, observed 2026-08-16T05:58:04.544589Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 125ec883-a10f-4574-8e75-4e1ddebc0a20 · outbound
This paper cites Saldaña, The coding manual for qualitative researchers (2021).
From Inductive to Deductive: LLMs-Based Qualitative Data Analysis in Requirements Engineering Saldaña, The coding manual for qualitative researchers (2021)
Reference 5
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-16T05:58:05.191564Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 3c22f040-b7f5-427a-a738-abcc0737bca0 · outbound
This paper cites Qualitative Data Analysis in Software Engineering: Techniques and Teaching Insights.
From Inductive to Deductive: LLMs-Based Qualitative Data Analysis in Requirements Engineering Qualitative Data Analysis in Software Engineering: Techniques and Teaching Insights
Reference 6
- Resolution
- verified exact
- local_arxiv, observed 2026-08-16T05:58:04.813501Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 1ef8539f-89d9-4d9f-88fb-494900e1f772 · outbound
This paper cites An experiment exploring the theoretical and methodological challenges in developing a semi-automated approach to analysis of small-N qualitative data.
From Inductive to Deductive: LLMs-Based Qualitative Data Analysis in Requirements Engineering An experiment exploring the theoretical and methodological challenges in developing a semi-automated approach to analysis of small-N qualitative data
Reference 7
- Resolution
- verified exact
- local_arxiv, observed 2026-08-16T05:58:04.770027Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation ec3484f6-3c55-4446-8686-447a08f7ce9f · outbound
This paper cites GPT-4 Technical Report.
From Inductive to Deductive: LLMs-Based Qualitative Data Analysis in Requirements Engineering GPT-4 Technical Report
Reference 8
- Resolution
- unresolved
- no resolver link, observed 2026-08-16T05:58:04.331521Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7e0b2c91-06b4-4df8-b143-8460200543f9 · outbound
This paper cites Gemini: A Family of Highly Capable Multimodal Models.
From Inductive to Deductive: LLMs-Based Qualitative Data Analysis in Requirements Engineering Gemini: A Family of Highly Capable Multimodal Models
Reference 9
- Resolution
- unresolved
- no resolver link, observed 2026-08-16T05:58:04.336765Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d0d1ac75-ec61-4256-846c-710541842ed2 · outbound
This paper cites Llama 2: Open Foundation and Fine-Tuned Chat Models.
From Inductive to Deductive: LLMs-Based Qualitative Data Analysis in Requirements Engineering Llama 2: Open Foundation and Fine-Tuned Chat Models
Reference 10
- Resolution
- unresolved
- no resolver link, observed 2026-08-16T05:58:04.342255Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 926bc8d7-5d7e-4895-ac22-d3e944411746 · outbound
This paper cites an unresolved cited work.
From Inductive to Deductive: LLMs-Based Qualitative Data Analysis in Requirements Engineering Unresolved cited work
Reference 11
- Resolution
- unresolved
- raw_fallback, observed 2026-08-16T05:58:05.168703Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 392c0d76-4ea0-4b68-8b21-a8aa35f085ed · outbound
This paper cites Zhang, F.
From Inductive to Deductive: LLMs-Based Qualitative Data Analysis in Requirements Engineering Zhang, F
Reference 12
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-16T05:58:05.151551Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 42c69fbe-3116-475a-b028-c357000ca5ac · outbound
This paper cites Zhang, B.
From Inductive to Deductive: LLMs-Based Qualitative Data Analysis in Requirements Engineering Zhang, B
Reference 13
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-16T05:58:05.132467Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 02762f4f-7f81-4f68-bd2e-ea15c7732eba · outbound
This paper cites Brown, B.
From Inductive to Deductive: LLMs-Based Qualitative Data Analysis in Requirements Engineering Brown, B
Reference 14
- Resolution
- unresolved
- no resolver link, observed 2026-08-16T05:58:04.366742Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 87833bc4-8791-4944-88d6-ab4fa5a13eb4 · outbound
This paper cites Using LLMs in Software Requirements Specifications: An Empirical Evaluation.
From Inductive to Deductive: LLMs-Based Qualitative Data Analysis in Requirements Engineering Using LLMs in Software Requirements Specifications: An Empirical Evaluation
Reference 15
- Resolution
- unresolved
- no resolver link, observed 2026-08-16T05:58:04.372431Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5d7184dc-f18b-4fb2-9cb5-41cfe983edd2 · outbound
This paper cites Nuseibeh, S.
From Inductive to Deductive: LLMs-Based Qualitative Data Analysis in Requirements Engineering Nuseibeh, S
Reference 16
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-16T05:58:05.097911Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation d3d5695b-013f-4a9b-bb19-85e762090693 · outbound
This paper cites Kaufmann, J.
From Inductive to Deductive: LLMs-Based Qualitative Data Analysis in Requirements Engineering Kaufmann, J
Reference 17
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-16T05:58:05.078747Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation b0744bac-5427-4bf6-88ba-a43084435afd · outbound
This paper cites an unresolved cited work.
From Inductive to Deductive: LLMs-Based Qualitative Data Analysis in Requirements Engineering Unresolved cited work
Reference 18
- Resolution
- unresolved
- raw_fallback, observed 2026-08-16T05:58:05.058990Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 42edd1b1-edfc-4230-a942-ee9338a3065f · outbound
This paper cites Glaser, A.
From Inductive to Deductive: LLMs-Based Qualitative Data Analysis in Requirements Engineering Glaser, A
Reference 19
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-16T05:58:05.041840Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation df0c662a-5879-40b8-a13b-894452721d75 · outbound
This paper cites Kaufmann, D.
From Inductive to Deductive: LLMs-Based Qualitative Data Analysis in Requirements Engineering Kaufmann, D
Reference 20
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-16T05:58:05.021103Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation cb8b3a46-293f-4688-b403-7d6ad1c1ef8f · outbound
This paper cites Kaufmann, A.
From Inductive to Deductive: LLMs-Based Qualitative Data Analysis in Requirements Engineering Kaufmann, A
Reference 21
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-16T05:58:04.998066Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 1f1be3dd-be1e-4034-80b2-69e5c37a4551 · outbound
This paper cites Vogelsang, J.
From Inductive to Deductive: LLMs-Based Qualitative Data Analysis in Requirements Engineering Vogelsang, J
Reference 22
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-16T05:58:04.980464Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 6b2db837-b6f1-48f2-864e-43b4bb802613 · outbound
This paper cites Large Language Models for Software Engineering: Survey and Open Problems.
From Inductive to Deductive: LLMs-Based Qualitative Data Analysis in Requirements Engineering Large Language Models for Software Engineering: Survey and Open Problems
Reference 23
- Resolution
- unresolved
- no resolver link, observed 2026-08-16T05:58:04.430939Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0d50ee0d-3dfa-4fe4-8368-671561627cab · outbound
This paper cites an unresolved cited work.
From Inductive to Deductive: LLMs-Based Qualitative Data Analysis in Requirements Engineering Unresolved cited work
Reference 24
- Resolution
- unresolved
- raw_fallback, observed 2026-08-16T05:58:04.962148Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 95ccd3d3-adf3-4a0c-8c86-703687609542 · outbound
This paper cites Alhoshan, A.
From Inductive to Deductive: LLMs-Based Qualitative Data Analysis in Requirements Engineering Alhoshan, A
Reference 25
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-16T05:58:04.943345Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 90224e55-a45a-4f3e-a1d5-c4dea8ccf744 · outbound
This paper cites an unresolved cited work.
From Inductive to Deductive: LLMs-Based Qualitative Data Analysis in Requirements Engineering Unresolved cited work
Reference 26
- Resolution
- unresolved
- raw_fallback, observed 2026-08-16T05:58:04.923474Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 7a53a833-64d1-44ab-820f-d882c9d40b42 · outbound
This paper cites Ferrari, G.
From Inductive to Deductive: LLMs-Based Qualitative Data Analysis in Requirements Engineering Ferrari, G
Reference 27
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-16T05:58:04.906006Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 6efe26f0-a08e-4700-bae6-2baf90b2b31c · outbound
This paper cites Mistral 7B.
From Inductive to Deductive: LLMs-Based Qualitative Data Analysis in Requirements Engineering Mistral 7B
Reference 28
- Resolution
- unresolved
- no resolver link, observed 2026-08-16T05:58:04.460634Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ffb7d250-22a3-44ef-be7f-8dab32c164b5 · outbound
This paper cites an unresolved cited work.
From Inductive to Deductive: LLMs-Based Qualitative Data Analysis in Requirements Engineering Unresolved cited work
Reference 29
- Resolution
- unresolved
- raw_fallback, observed 2026-08-16T05:58:04.886869Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 12065e15-d921-434f-8141-9dce0ce1152c · outbound
This paper cites an unresolved cited work.
From Inductive to Deductive: LLMs-Based Qualitative Data Analysis in Requirements Engineering Unresolved cited work
Reference 30
- Resolution
- unresolved
- raw_fallback, observed 2026-08-16T05:58:04.867648Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 4ba3bc66-22e5-40e1-a904-b4b835346596 · outbound
This paper cites LLM-Assisted Content Analysis: Using Large Language Models to Support Deductive Coding.
From Inductive to Deductive: LLMs-Based Qualitative Data Analysis in Requirements Engineering LLM-Assisted Content Analysis: Using Large Language Models to Support Deductive Coding
Reference 31
- Resolution
- unresolved
- no resolver link, observed 2026-08-16T05:58:04.479525Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c8c967de-1367-48ad-94e7-fe8ebef21874 · outbound
This paper cites Turpin, J.
From Inductive to Deductive: LLMs-Based Qualitative Data Analysis in Requirements Engineering Turpin, J
Reference 32
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-16T05:58:04.848889Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 5ae33658-d6ec-4ee0-a4e0-b9eff55c4033 · outbound
This paper cites an unresolved cited work.
From Inductive to Deductive: LLMs-Based Qualitative Data Analysis in Requirements Engineering Unresolved cited work
Reference 33
- Resolution
- unresolved
- no resolver link, observed 2026-08-16T05:58:04.490295Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Pith citing papers
Observation 0d0cbdcf-5a18-4801-b965-b80797264a5b · inbound
GenAI Is No Silver Bullet for Qualitative Research in Software Engineering cites this paper.
GenAI Is No Silver Bullet for Qualitative Research in Software Engineering From Inductive to Deductive: LLMs-Based Qualitative Data Analysis in Requirements Engineering
Reference 35
- Resolution
- unresolved
- no resolver link, observed 2026-08-02T18:33:54.501346Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.