{"as_of":"2026-08-14T07:48:00Z","caps":{"database_statements":6,"inbound":100,"outbound":100},"context_digest":"sha256:9b32a2e1ed4cdffd6dc12d6a0cd4c888551efad13db35c341ac95120f87e0a7f","coverage":[{"denominator":48,"lane":"reference_resolution","note":"Typed states for the displayed outbound observations.","records_observed":48,"source":"paper_references, paper_reference_links","source_observed_at":"2026-08-07T12:45:50.868943Z","state":"measured"},{"denominator":48,"lane":"standing_notices","note":"One-hop event checks from named stored sources.","records_observed":48,"source":"scholarly_work_events, retraction_status_cache","source_observed_at":"2026-08-14T06:32:32.682623+00:00","state":"measured"},{"denominator":0,"lane":"inbound_itemization","note":"Pith citing papers itemized under the disclosed page cap.","records_observed":0,"source":"paper_references, paper_reference_links","source_observed_at":null,"state":"measured"},{"denominator":1,"lane":"external_citation_measurements","note":"A source-named dated measurement, never combined with another source.","records_observed":0,"source":"cited_works","source_observed_at":null,"state":"measured"}],"external_citation_measurements":[],"inbound":[],"links":{"evidence":"/evidence","html":"/paper/2505.23684/citation-record","integrity":"/paper/2505.23684/integrity","json":"/paper/2505.23684/citation-record.json","paper":"/paper/2505.23684"},"outbound":[{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T12:45:57.901727Z","title":"Explainability as a non-functional requirement,","venue":null,"work_id":"c05b6b29-4395-4e6a-9e41-d7a25691d583","year":2019},"citing_paper":{"arxiv_id":"2505.23684","last_updated":"2025-09-03T21:13:02Z","snapshot_observed_at":"2026-08-10T19:15:47.674794Z","submitted_at":"2025-05-29T17:23:14Z","title":"How to Elicit Explainability Requirements? A Comparison of Interviews, Focus Groups, and Surveys","version":4},"reference_index":1,"source":"pdf_text","source_observed_at":"2026-08-07T12:45:45.883138Z"},"links":{"citing_paper":"/paper/2505.23684"},"observation_digest":"sha256:4223f849621638cdcec8ad0438c587d6a7cc69c3542c318ff806060065804ac7","observation_id":"1df35feb-1e33-452b-bfa4-5f458ef05cfc","resolution":{"observed_at":"2026-08-07T12:45:57.958825Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-14T06:32:32.682623+00:00","source":"crossref"},{"observed_at":"2026-08-14T06:32:18.44784+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T12:45:45.934969Z","title":"Explainability as a non-functional requirement: challenges and recommendations,","venue":null,"work_id":null,"year":2020},"citing_paper":{"arxiv_id":"2505.23684","last_updated":"2025-09-03T21:13:02Z","snapshot_observed_at":"2026-08-10T19:15:47.674794Z","submitted_at":"2025-05-29T17:23:14Z","title":"How to Elicit Explainability Requirements? A Comparison of Interviews, Focus Groups, and Surveys","version":4},"reference_index":2,"source":"pdf_text","source_observed_at":"2026-08-07T12:45:45.934969Z"},"links":{"citing_paper":"/paper/2505.23684"},"observation_digest":"sha256:3f687b1cdf76aa43ad67ae8dcad29b42187e87aaa570747ce86b4bf40647b549","observation_id":"5dd0a231-875b-4c5d-9193-98046f757250","resolution":{"observed_at":"2026-08-07T12:45:45.934969Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T12:45:46.026763Z","title":"Exploring explainability: a definition, a model, and a knowledge catalogue,","venue":null,"work_id":null,"year":2021},"citing_paper":{"arxiv_id":"2505.23684","last_updated":"2025-09-03T21:13:02Z","snapshot_observed_at":"2026-08-10T19:15:47.674794Z","submitted_at":"2025-05-29T17:23:14Z","title":"How to Elicit Explainability Requirements? A Comparison of Interviews, Focus Groups, and Surveys","version":4},"reference_index":3,"source":"pdf_text","source_observed_at":"2026-08-07T12:45:46.026763Z"},"links":{"citing_paper":"/paper/2505.23684"},"observation_digest":"sha256:e1be0db3b6bb586b16415da5f718323465b15025d3b459fc8c8d51be8e1a30c0","observation_id":"daa5f783-5654-45c2-a4f1-5852049cc4de","resolution":{"observed_at":"2026-08-07T12:45:46.026763Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T12:45:46.119341Z","title":"Explanations in everyday software systems: Towards a taxonomy for explainability needs,","venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2505.23684","last_updated":"2025-09-03T21:13:02Z","snapshot_observed_at":"2026-08-10T19:15:47.674794Z","submitted_at":"2025-05-29T17:23:14Z","title":"How to Elicit Explainability Requirements? A Comparison of Interviews, Focus Groups, and Surveys","version":4},"reference_index":4,"source":"pdf_text","source_observed_at":"2026-08-07T12:45:46.119341Z"},"links":{"citing_paper":"/paper/2505.23684"},"observation_digest":"sha256:764b01a23e47c40d5d440e229b041a9216c24afcfcb1bfe79a4419585d2cb32e","observation_id":"ef4d66f8-36cf-4261-89b1-415031a48301","resolution":{"observed_at":"2026-08-07T12:45:46.119341Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T12:45:46.177781Z","title":"Context, content, consent- how to design user-centered privacy explanations (s)","venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2505.23684","last_updated":"2025-09-03T21:13:02Z","snapshot_observed_at":"2026-08-10T19:15:47.674794Z","submitted_at":"2025-05-29T17:23:14Z","title":"How to Elicit Explainability Requirements? A Comparison of Interviews, Focus Groups, and Surveys","version":4},"reference_index":5,"source":"pdf_text","source_observed_at":"2026-08-07T12:45:46.177781Z"},"links":{"citing_paper":"/paper/2505.23684"},"observation_digest":"sha256:063f1f377af4bcfecf5ff125e6721ce802a5bb6727142a36bef950c5e81985c9","observation_id":"f89fd883-3896-435d-9aa4-9dab37fe5c9a","resolution":{"observed_at":"2026-08-07T12:45:46.177781Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T12:45:46.241222Z","title":"Privacy explanations–a means to end-user trust,","venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2505.23684","last_updated":"2025-09-03T21:13:02Z","snapshot_observed_at":"2026-08-10T19:15:47.674794Z","submitted_at":"2025-05-29T17:23:14Z","title":"How to Elicit Explainability Requirements? A Comparison of Interviews, Focus Groups, and Surveys","version":4},"reference_index":6,"source":"pdf_text","source_observed_at":"2026-08-07T12:45:46.241222Z"},"links":{"citing_paper":"/paper/2505.23684"},"observation_digest":"sha256:f8ed1b6e48f67b73d75385b84878b2f22317a1e29e6ed63cd3cf9a7852ac3d43","observation_id":"6493a8c3-e580-4f84-aa0d-119a516ffacf","resolution":{"observed_at":"2026-08-07T12:45:46.241222Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T12:45:57.544803Z","title":"Explainable security,","venue":null,"work_id":"e513b308-4eeb-4975-a193-3043d46bf273","year":2020},"citing_paper":{"arxiv_id":"2505.23684","last_updated":"2025-09-03T21:13:02Z","snapshot_observed_at":"2026-08-10T19:15:47.674794Z","submitted_at":"2025-05-29T17:23:14Z","title":"How to Elicit Explainability Requirements? A Comparison of Interviews, Focus Groups, and Surveys","version":4},"reference_index":7,"source":"pdf_text","source_observed_at":"2026-08-07T12:45:46.300390Z"},"links":{"citing_paper":"/paper/2505.23684"},"observation_digest":"sha256:dce33db443f24a7ee13879a1e9c39860715ea1a6b94d8b46ca82fe9af114eb8a","observation_id":"f0d63e75-4246-4e79-a2dc-13a3654e67a2","resolution":{"observed_at":"2026-08-07T12:45:57.666513Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-14T06:32:32.682623+00:00","source":"crossref"},{"observed_at":"2026-08-14T06:32:18.44784+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T12:45:57.367964Z","title":"The x factor: On the relationship between user experi- ence and explainability,","venue":null,"work_id":"182071bc-0b01-4f45-9802-9f8586bb65d9","year":2024},"citing_paper":{"arxiv_id":"2505.23684","last_updated":"2025-09-03T21:13:02Z","snapshot_observed_at":"2026-08-10T19:15:47.674794Z","submitted_at":"2025-05-29T17:23:14Z","title":"How to Elicit Explainability Requirements? A Comparison of Interviews, Focus Groups, and Surveys","version":4},"reference_index":8,"source":"pdf_text","source_observed_at":"2026-08-07T12:45:46.419017Z"},"links":{"citing_paper":"/paper/2505.23684"},"observation_digest":"sha256:b872890be7bd571c4be7afc93616f02d4ae4237918969b9177ecc496bb7e49e3","observation_id":"b11e4d0c-d6cb-4120-8d89-73bfd3980eb0","resolution":{"observed_at":"2026-08-07T12:45:57.434344Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-14T06:32:32.682623+00:00","source":"crossref"},{"observed_at":"2026-08-14T06:32:18.44784+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T12:45:46.513036Z","title":"Automating explanation need management in app reviews: A case study from the navigation app industry,","venue":null,"work_id":null,"year":2025},"citing_paper":{"arxiv_id":"2505.23684","last_updated":"2025-09-03T21:13:02Z","snapshot_observed_at":"2026-08-10T19:15:47.674794Z","submitted_at":"2025-05-29T17:23:14Z","title":"How to Elicit Explainability Requirements? A Comparison of Interviews, Focus Groups, and Surveys","version":4},"reference_index":9,"source":"pdf_text","source_observed_at":"2026-08-07T12:45:46.513036Z"},"links":{"citing_paper":"/paper/2505.23684"},"observation_digest":"sha256:2541d3e6d1a9057c6d024bb7697dfd954dcc7d300b4645a8b1d0209826f7d48a","observation_id":"c3d17c07-97be-4730-b4c2-46c0642f132e","resolution":{"observed_at":"2026-08-07T12:45:46.513036Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T12:45:46.640013Z","title":"Peeking inside the black-box: a survey on explainable artificial intelligence (xai),","venue":null,"work_id":null,"year":2018},"citing_paper":{"arxiv_id":"2505.23684","last_updated":"2025-09-03T21:13:02Z","snapshot_observed_at":"2026-08-10T19:15:47.674794Z","submitted_at":"2025-05-29T17:23:14Z","title":"How to Elicit Explainability Requirements? A Comparison of Interviews, Focus Groups, and Surveys","version":4},"reference_index":10,"source":"pdf_text","source_observed_at":"2026-08-07T12:45:46.640013Z"},"links":{"citing_paper":"/paper/2505.23684"},"observation_digest":"sha256:822c794a8f13bfad34848e08ec1a9c58afd51a12d90d995cad3bf85806a6de0c","observation_id":"5d91bf73-75c6-4a74-878a-bd48a5badd04","resolution":{"observed_at":"2026-08-07T12:45:46.640013Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T12:45:46.763967Z","title":"How can we develop explainable systems? insights from a literature review and an interview study,","venue":null,"work_id":null,"year":2022},"citing_paper":{"arxiv_id":"2505.23684","last_updated":"2025-09-03T21:13:02Z","snapshot_observed_at":"2026-08-10T19:15:47.674794Z","submitted_at":"2025-05-29T17:23:14Z","title":"How to Elicit Explainability Requirements? A Comparison of Interviews, Focus Groups, and Surveys","version":4},"reference_index":11,"source":"pdf_text","source_observed_at":"2026-08-07T12:45:46.763967Z"},"links":{"citing_paper":"/paper/2505.23684"},"observation_digest":"sha256:58b74e6ef85acfb471609283293a1b8c8ff3cf4e09540170063ad9879f486e01","observation_id":"abf4fd1a-ccf1-4198-9c54-a0b882c37d96","resolution":{"observed_at":"2026-08-07T12:45:46.763967Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T12:45:46.867766Z","title":"What can be concluded from user feedback? - an empirical study,","venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2505.23684","last_updated":"2025-09-03T21:13:02Z","snapshot_observed_at":"2026-08-10T19:15:47.674794Z","submitted_at":"2025-05-29T17:23:14Z","title":"How to Elicit Explainability Requirements? A Comparison of Interviews, Focus Groups, and Surveys","version":4},"reference_index":12,"source":"pdf_text","source_observed_at":"2026-08-07T12:45:46.867766Z"},"links":{"citing_paper":"/paper/2505.23684"},"observation_digest":"sha256:1874688d60c1f6fb0812ff154f84c2a18fdea6b2401c2a511ebf853b6a80de07","observation_id":"cf32d3b0-0920-4260-b97c-119832e9258c","resolution":{"observed_at":"2026-08-07T12:45:46.867766Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T12:45:57.049100Z","title":"A study on the men- tal models of users concerning existing software,","venue":null,"work_id":"22a8dba8-e7d0-4f91-9f2e-9c1a85838477","year":2022},"citing_paper":{"arxiv_id":"2505.23684","last_updated":"2025-09-03T21:13:02Z","snapshot_observed_at":"2026-08-10T19:15:47.674794Z","submitted_at":"2025-05-29T17:23:14Z","title":"How to Elicit Explainability Requirements? A Comparison of Interviews, Focus Groups, and Surveys","version":4},"reference_index":13,"source":"pdf_text","source_observed_at":"2026-08-07T12:45:46.937793Z"},"links":{"citing_paper":"/paper/2505.23684"},"observation_digest":"sha256:5363a89ca69e1710a4fcf214aa656940667a3a543c923678c89ff3259ce2ffea","observation_id":"11f96599-967c-44ba-97a2-48dee1415802","resolution":{"observed_at":"2026-08-07T12:45:57.150502Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-14T06:32:32.682623+00:00","source":"crossref"},{"observed_at":"2026-08-14T06:32:18.44784+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T12:45:56.730835Z","title":"Explanation needs in app reviews: Taxonomy and automated detection,","venue":null,"work_id":"abb781e6-0413-452a-b85e-87ae276f6264","year":2023},"citing_paper":{"arxiv_id":"2505.23684","last_updated":"2025-09-03T21:13:02Z","snapshot_observed_at":"2026-08-10T19:15:47.674794Z","submitted_at":"2025-05-29T17:23:14Z","title":"How to Elicit Explainability Requirements? A Comparison of Interviews, Focus Groups, and Surveys","version":4},"reference_index":14,"source":"pdf_text","source_observed_at":"2026-08-07T12:45:47.061722Z"},"links":{"citing_paper":"/paper/2505.23684"},"observation_digest":"sha256:3f837ff881e0772ea0f27fd30717c982f3c69e4f59d927742ffc0d0a63d9bf31","observation_id":"c840352c-5391-4d3e-acb4-d46b5163b616","resolution":{"observed_at":"2026-08-07T12:45:56.874148Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-14T06:32:32.682623+00:00","source":"crossref"},{"observed_at":"2026-08-14T06:32:18.44784+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T12:45:56.495999Z","title":"Requirements elicitation: A survey of tech- niques, approaches, and tools,","venue":null,"work_id":"d1fd9d16-5c8d-4887-bce1-b640941f86a6","year":2005},"citing_paper":{"arxiv_id":"2505.23684","last_updated":"2025-09-03T21:13:02Z","snapshot_observed_at":"2026-08-10T19:15:47.674794Z","submitted_at":"2025-05-29T17:23:14Z","title":"How to Elicit Explainability Requirements? A Comparison of Interviews, Focus Groups, and Surveys","version":4},"reference_index":15,"source":"pdf_text","source_observed_at":"2026-08-07T12:45:47.147173Z"},"links":{"citing_paper":"/paper/2505.23684"},"observation_digest":"sha256:bb39eddd2e6d658b392f0d28cc93f8d717ad75645f523866ba5069153bc86e4b","observation_id":"582c2530-768b-4cd4-81d2-174d3467caaa","resolution":{"observed_at":"2026-08-07T12:45:56.619203Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-14T06:32:32.682623+00:00","source":"crossref"},{"observed_at":"2026-08-14T06:32:18.44784+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T12:45:56.261951Z","title":"A com- parison of security requirements engineering methods,","venue":null,"work_id":"78eca9f1-6584-4dc3-9bc7-5e5c9c52b369","year":2010},"citing_paper":{"arxiv_id":"2505.23684","last_updated":"2025-09-03T21:13:02Z","snapshot_observed_at":"2026-08-10T19:15:47.674794Z","submitted_at":"2025-05-29T17:23:14Z","title":"How to Elicit Explainability Requirements? A Comparison of Interviews, Focus Groups, and Surveys","version":4},"reference_index":16,"source":"pdf_text","source_observed_at":"2026-08-07T12:45:47.212077Z"},"links":{"citing_paper":"/paper/2505.23684"},"observation_digest":"sha256:0239b765a997c97534d298dddb0263cc00a8cf04f13f79f682645958d5ae04ed","observation_id":"4a604cc8-0efe-4a0c-945b-8d4412c4b3ee","resolution":{"observed_at":"2026-08-07T12:45:56.369980Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-14T06:32:32.682623+00:00","source":"crossref"},{"observed_at":"2026-08-14T06:32:18.44784+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T12:45:47.316523Z","title":"Designing end-user personas for explainability requirements using mixed methods research,","venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2505.23684","last_updated":"2025-09-03T21:13:02Z","snapshot_observed_at":"2026-08-10T19:15:47.674794Z","submitted_at":"2025-05-29T17:23:14Z","title":"How to Elicit Explainability Requirements? A Comparison of Interviews, Focus Groups, and Surveys","version":4},"reference_index":17,"source":"pdf_text","source_observed_at":"2026-08-07T12:45:47.316523Z"},"links":{"citing_paper":"/paper/2505.23684"},"observation_digest":"sha256:b41ec1aeda256916da000814ff86ea314a934f4520e17ca1753b5ff5970422ff","observation_id":"9accad21-28d0-49de-aa3f-bae3b5d2875e","resolution":{"observed_at":"2026-08-07T12:45:47.316523Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T12:45:56.012164Z","title":"Modeling and evaluating per- sonas with software explainability requirements,","venue":null,"work_id":"bceaeeaf-2c9f-4ed8-8862-2d0bbfcdabcf","year":2021},"citing_paper":{"arxiv_id":"2505.23684","last_updated":"2025-09-03T21:13:02Z","snapshot_observed_at":"2026-08-10T19:15:47.674794Z","submitted_at":"2025-05-29T17:23:14Z","title":"How to Elicit Explainability Requirements? A Comparison of Interviews, Focus Groups, and Surveys","version":4},"reference_index":18,"source":"pdf_text","source_observed_at":"2026-08-07T12:45:47.445290Z"},"links":{"citing_paper":"/paper/2505.23684"},"observation_digest":"sha256:8c802c3b8cc0959d12f5032e53638e07b43ff20cfba7086215f71fdecba655f7","observation_id":"301a9cf4-e6e0-4077-be08-b6d753287b62","resolution":{"observed_at":"2026-08-07T12:45:56.128100Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-14T06:32:32.682623+00:00","source":"crossref"},{"observed_at":"2026-08-14T06:32:18.44784+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T12:45:55.812187Z","title":"A stressful explanation: The dual effect of explainable artificial intelligence in personal health manage- ment,","venue":null,"work_id":"e159efa7-486e-4a4f-9fbd-bd037accfd1a","year":2024},"citing_paper":{"arxiv_id":"2505.23684","last_updated":"2025-09-03T21:13:02Z","snapshot_observed_at":"2026-08-10T19:15:47.674794Z","submitted_at":"2025-05-29T17:23:14Z","title":"How to Elicit Explainability Requirements? A Comparison of Interviews, Focus Groups, and Surveys","version":4},"reference_index":19,"source":"pdf_text","source_observed_at":"2026-08-07T12:45:47.598657Z"},"links":{"citing_paper":"/paper/2505.23684"},"observation_digest":"sha256:fb6836743fd14cd2cbe7ffaa15fd1fd41197208c3cadd218beb2b205e567e383","observation_id":"8d5ab66c-10ca-489b-8c3b-5fe6382db3d6","resolution":{"observed_at":"2026-08-07T12:45:55.892992Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-14T06:32:32.682623+00:00","source":"crossref"},{"observed_at":"2026-08-14T06:32:18.44784+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T12:45:47.721054Z","title":"A systematic review and taxonomy of expla- nations in decision support and recommender systems,","venue":null,"work_id":null,"year":2017},"citing_paper":{"arxiv_id":"2505.23684","last_updated":"2025-09-03T21:13:02Z","snapshot_observed_at":"2026-08-10T19:15:47.674794Z","submitted_at":"2025-05-29T17:23:14Z","title":"How to Elicit Explainability Requirements? A Comparison of Interviews, Focus Groups, and Surveys","version":4},"reference_index":20,"source":"pdf_text","source_observed_at":"2026-08-07T12:45:47.721054Z"},"links":{"citing_paper":"/paper/2505.23684"},"observation_digest":"sha256:5e56fd88beba4a20244d1f0167276a531e46e5d8ee1baf2f46bfa3140407065d","observation_id":"c34767a3-973d-4a44-a134-ea719f5048bd","resolution":{"observed_at":"2026-08-07T12:45:47.721054Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T12:45:47.828602Z","title":"A review of taxonomies of explainable artificial intelligence (xai) methods,","venue":null,"work_id":null,"year":2022},"citing_paper":{"arxiv_id":"2505.23684","last_updated":"2025-09-03T21:13:02Z","snapshot_observed_at":"2026-08-10T19:15:47.674794Z","submitted_at":"2025-05-29T17:23:14Z","title":"How to Elicit Explainability Requirements? A Comparison of Interviews, Focus Groups, and Surveys","version":4},"reference_index":21,"source":"pdf_text","source_observed_at":"2026-08-07T12:45:47.828602Z"},"links":{"citing_paper":"/paper/2505.23684"},"observation_digest":"sha256:616219d2e168c7d1e08f1054d6ccf679ca673bf3b6fc942e86c050e6a556d803","observation_id":"6453cf64-bbac-4d1e-a175-3a8905aee857","resolution":{"observed_at":"2026-08-07T12:45:47.828602Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T12:45:47.939813Z","title":"How does users’ app knowledge influence the preferred level of detail and format of software explanations?","venue":null,"work_id":null,"year":2025},"citing_paper":{"arxiv_id":"2505.23684","last_updated":"2025-09-03T21:13:02Z","snapshot_observed_at":"2026-08-10T19:15:47.674794Z","submitted_at":"2025-05-29T17:23:14Z","title":"How to Elicit Explainability Requirements? A Comparison of Interviews, Focus Groups, and Surveys","version":4},"reference_index":22,"source":"pdf_text","source_observed_at":"2026-08-07T12:45:47.939813Z"},"links":{"citing_paper":"/paper/2505.23684"},"observation_digest":"sha256:d5d1374be48dd4f1a6865cf0bec0826f7993030fce5afbefc6a2f050c5c96b99","observation_id":"e6fd43f4-cc63-4dc2-a4ee-9f3040df0eca","resolution":{"observed_at":"2026-08-07T12:45:47.939813Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T12:45:48.044030Z","title":"Do users’ explainability needs in software change with mood?","venue":null,"work_id":null,"year":2025},"citing_paper":{"arxiv_id":"2505.23684","last_updated":"2025-09-03T21:13:02Z","snapshot_observed_at":"2026-08-10T19:15:47.674794Z","submitted_at":"2025-05-29T17:23:14Z","title":"How to Elicit Explainability Requirements? A Comparison of Interviews, Focus Groups, and Surveys","version":4},"reference_index":23,"source":"pdf_text","source_observed_at":"2026-08-07T12:45:48.044030Z"},"links":{"citing_paper":"/paper/2505.23684"},"observation_digest":"sha256:50856580b7346833fadbec31eca45349cf357f9530da8ff207d42ae4eeb000eb","observation_id":"74a6c87e-9eff-4e7c-9045-0f0c2f174d3c","resolution":{"observed_at":"2026-08-07T12:45:48.044030Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T12:45:55.522250Z","title":"How explainable is your system? towards a quality model for explainability,","venue":null,"work_id":"24711a96-1414-4c78-9ad1-345a2e737d19","year":2024},"citing_paper":{"arxiv_id":"2505.23684","last_updated":"2025-09-03T21:13:02Z","snapshot_observed_at":"2026-08-10T19:15:47.674794Z","submitted_at":"2025-05-29T17:23:14Z","title":"How to Elicit Explainability Requirements? A Comparison of Interviews, Focus Groups, and Surveys","version":4},"reference_index":24,"source":"pdf_text","source_observed_at":"2026-08-07T12:45:48.160650Z"},"links":{"citing_paper":"/paper/2505.23684"},"observation_digest":"sha256:acd183a404fb3e7e8fd5407f8561eb86681d3d6c8cd9cb57f94df40ffcbc4335","observation_id":"7d40e640-fafe-4fcd-92d8-df125fc5cbcf","resolution":{"observed_at":"2026-08-07T12:45:55.645045Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-14T06:32:32.682623+00:00","source":"crossref"},{"observed_at":"2026-08-14T06:32:18.44784+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T12:45:55.277288Z","title":"Automatic generation of explainability requirements and software explanations from user reviews,","venue":null,"work_id":"9a5053fb-2132-4370-bebe-8208d2ef7779","year":2025},"citing_paper":{"arxiv_id":"2505.23684","last_updated":"2025-09-03T21:13:02Z","snapshot_observed_at":"2026-08-10T19:15:47.674794Z","submitted_at":"2025-05-29T17:23:14Z","title":"How to Elicit Explainability Requirements? A Comparison of Interviews, Focus Groups, and Surveys","version":4},"reference_index":25,"source":"pdf_text","source_observed_at":"2026-08-07T12:45:48.261389Z"},"links":{"citing_paper":"/paper/2505.23684"},"observation_digest":"sha256:627a63b3821adcc2b93a9e1fc44191d0f1a3890cf391e0e7aa397073e836f651","observation_id":"b27dcfaa-39ec-4b68-bd7d-f6c235363faa","resolution":{"observed_at":"2026-08-07T12:45:55.371577Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-14T06:32:32.682623+00:00","source":"crossref"},{"observed_at":"2026-08-14T06:32:18.44784+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T12:45:48.388114Z","title":"From app features to explanation needs: Analyzing correlations and predictive potential,","venue":null,"work_id":null,"year":2025},"citing_paper":{"arxiv_id":"2505.23684","last_updated":"2025-09-03T21:13:02Z","snapshot_observed_at":"2026-08-10T19:15:47.674794Z","submitted_at":"2025-05-29T17:23:14Z","title":"How to Elicit Explainability Requirements? A Comparison of Interviews, Focus Groups, and Surveys","version":4},"reference_index":26,"source":"pdf_text","source_observed_at":"2026-08-07T12:45:48.388114Z"},"links":{"citing_paper":"/paper/2505.23684"},"observation_digest":"sha256:82e827ed78c52333bd3fc566fbbb71a2ce68ad952dc0ac9ed72c7255db5654f6","observation_id":"585ab4d4-b390-4e65-b44d-afe9f185d9de","resolution":{"observed_at":"2026-08-07T12:45:48.388114Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T12:45:48.503574Z","title":"Exploring the means to measure explainability: Metrics, heuristics and questionnaires,","venue":null,"work_id":null,"year":2025},"citing_paper":{"arxiv_id":"2505.23684","last_updated":"2025-09-03T21:13:02Z","snapshot_observed_at":"2026-08-10T19:15:47.674794Z","submitted_at":"2025-05-29T17:23:14Z","title":"How to Elicit Explainability Requirements? A Comparison of Interviews, Focus Groups, and Surveys","version":4},"reference_index":27,"source":"pdf_text","source_observed_at":"2026-08-07T12:45:48.503574Z"},"links":{"citing_paper":"/paper/2505.23684"},"observation_digest":"sha256:341752118dbf90f5b91902708df00c57165124ec78292f5aa5e94cc69cbc7b70","observation_id":"e338c563-db61-4a78-be19-b9eae6868a4b","resolution":{"observed_at":"2026-08-07T12:45:48.503574Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T12:45:48.637035Z","title":"Iden- tifying explanation needs: Towards a catalog of user-based indicators,","venue":null,"work_id":null,"year":2025},"citing_paper":{"arxiv_id":"2505.23684","last_updated":"2025-09-03T21:13:02Z","snapshot_observed_at":"2026-08-10T19:15:47.674794Z","submitted_at":"2025-05-29T17:23:14Z","title":"How to Elicit Explainability Requirements? A Comparison of Interviews, Focus Groups, and Surveys","version":4},"reference_index":28,"source":"pdf_text","source_observed_at":"2026-08-07T12:45:48.637035Z"},"links":{"citing_paper":"/paper/2505.23684"},"observation_digest":"sha256:ca1dde5492aa181540bff9ac3587b6a232548ba32f38597698a3a23db755a97c","observation_id":"204c8f39-ec01-435a-8130-e8e8926c1c71","resolution":{"observed_at":"2026-08-07T12:45:48.637035Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T12:45:54.907470Z","title":"Chapter 81 experimental evidence on the existence of hypothetical bias in value elicitation methods,","venue":null,"work_id":"d75ba403-d756-4d11-9885-8a4c589fd685","year":2008},"citing_paper":{"arxiv_id":"2505.23684","last_updated":"2025-09-03T21:13:02Z","snapshot_observed_at":"2026-08-10T19:15:47.674794Z","submitted_at":"2025-05-29T17:23:14Z","title":"How to Elicit Explainability Requirements? A Comparison of Interviews, Focus Groups, and Surveys","version":4},"reference_index":29,"source":"pdf_text","source_observed_at":"2026-08-07T12:45:48.786365Z"},"links":{"citing_paper":"/paper/2505.23684"},"observation_digest":"sha256:300dbe671bc306f049aa34c84e1d7ad0056fcd03ba6b3e1d96b3a11981455638","observation_id":"f592342b-3e79-44dc-814c-56580f1a44d4","resolution":{"observed_at":"2026-08-07T12:45:55.052826Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-14T06:32:32.682623+00:00","source":"crossref"},{"observed_at":"2026-08-14T06:32:18.44784+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T12:45:54.661052Z","title":"On the pulse of requirements elicitation: Physiological triggers and explainability needs,","venue":null,"work_id":"e13a0db0-53a9-44a1-ae9c-681acf272706","year":2024},"citing_paper":{"arxiv_id":"2505.23684","last_updated":"2025-09-03T21:13:02Z","snapshot_observed_at":"2026-08-10T19:15:47.674794Z","submitted_at":"2025-05-29T17:23:14Z","title":"How to Elicit Explainability Requirements? A Comparison of Interviews, Focus Groups, and Surveys","version":4},"reference_index":30,"source":"pdf_text","source_observed_at":"2026-08-07T12:45:48.868715Z"},"links":{"citing_paper":"/paper/2505.23684"},"observation_digest":"sha256:f2938be691fee68004bfa6c50b48d2f81dd765a871e07934e5c03e452493311c","observation_id":"aff8ca48-87b8-47ce-a620-1499ba0309b1","resolution":{"observed_at":"2026-08-07T12:45:54.768478Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-14T06:32:32.682623+00:00","source":"crossref"},{"observed_at":"2026-08-14T06:32:18.44784+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T12:45:54.433123Z","title":"Requirements on explanations: A quality framework for explainability,","venue":null,"work_id":"0903d119-2118-4042-aa95-c29ed56afda1","year":2022},"citing_paper":{"arxiv_id":"2505.23684","last_updated":"2025-09-03T21:13:02Z","snapshot_observed_at":"2026-08-10T19:15:47.674794Z","submitted_at":"2025-05-29T17:23:14Z","title":"How to Elicit Explainability Requirements? A Comparison of Interviews, Focus Groups, and Surveys","version":4},"reference_index":31,"source":"pdf_text","source_observed_at":"2026-08-07T12:45:48.954323Z"},"links":{"citing_paper":"/paper/2505.23684"},"observation_digest":"sha256:a5a86c4c5a1a43b6b50ea49031a10d6e85ffe3602730399b8b10ef436dab6e5b","observation_id":"426a62e5-be5c-46c1-8870-4418d2bb50eb","resolution":{"observed_at":"2026-08-07T12:45:54.527610Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-14T06:32:32.682623+00:00","source":"crossref"},{"observed_at":"2026-08-14T06:32:18.44784+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T12:45:54.180914Z","title":"Requirements elicitation tech- niques: a systematic literature review based on the maturity of the techniques,","venue":null,"work_id":"a3834bc5-1b8f-4e54-b348-4300a3e9e769","year":2018},"citing_paper":{"arxiv_id":"2505.23684","last_updated":"2025-09-03T21:13:02Z","snapshot_observed_at":"2026-08-10T19:15:47.674794Z","submitted_at":"2025-05-29T17:23:14Z","title":"How to Elicit Explainability Requirements? A Comparison of Interviews, Focus Groups, and Surveys","version":4},"reference_index":32,"source":"pdf_text","source_observed_at":"2026-08-07T12:45:49.006747Z"},"links":{"citing_paper":"/paper/2505.23684"},"observation_digest":"sha256:0816248288e2f2c9fff214b21a3f85d1e2f92397f9daede17badc306e620e176","observation_id":"bf827b95-1903-4b84-b9d4-788ea33c33c4","resolution":{"observed_at":"2026-08-07T12:45:54.272607Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-14T06:32:32.682623+00:00","source":"crossref"},{"observed_at":"2026-08-14T06:32:18.44784+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T12:45:53.998390Z","title":"Successful requirement elicita- tion by combining requirement engineering techniques,","venue":null,"work_id":"442d5036-61c3-4cb6-b4ac-75832398932d","year":2008},"citing_paper":{"arxiv_id":"2505.23684","last_updated":"2025-09-03T21:13:02Z","snapshot_observed_at":"2026-08-10T19:15:47.674794Z","submitted_at":"2025-05-29T17:23:14Z","title":"How to Elicit Explainability Requirements? A Comparison of Interviews, Focus Groups, and Surveys","version":4},"reference_index":33,"source":"pdf_text","source_observed_at":"2026-08-07T12:45:49.071613Z"},"links":{"citing_paper":"/paper/2505.23684"},"observation_digest":"sha256:2838de9711e87aed9887049e07628d195ea0331949a51996ff4f8e36609e3268","observation_id":"467a21bc-cec8-4e00-94a5-d6b16a3fa67f","resolution":{"observed_at":"2026-08-07T12:45:54.083119Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-14T06:32:32.682623+00:00","source":"crossref"},{"observed_at":"2026-08-14T06:32:18.44784+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T12:45:53.772024Z","title":"Non-functional re- quirements elicitation guideline for agile methods,","venue":null,"work_id":"79b74ed8-bc57-4ed4-b1db-d87ce87c5fb6","year":2017},"citing_paper":{"arxiv_id":"2505.23684","last_updated":"2025-09-03T21:13:02Z","snapshot_observed_at":"2026-08-10T19:15:47.674794Z","submitted_at":"2025-05-29T17:23:14Z","title":"How to Elicit Explainability Requirements? A Comparison of Interviews, Focus Groups, and Surveys","version":4},"reference_index":34,"source":"pdf_text","source_observed_at":"2026-08-07T12:45:49.136566Z"},"links":{"citing_paper":"/paper/2505.23684"},"observation_digest":"sha256:8e0d4e05656b8c2fbc315f0f89c6dc17acec5c76752f833432526b3f16faf9b4","observation_id":"ec3450df-0532-4755-a669-1cb9caa60a68","resolution":{"observed_at":"2026-08-07T12:45:53.879168Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-14T06:32:32.682623+00:00","source":"crossref"},{"observed_at":"2026-08-14T06:32:18.44784+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T12:45:53.580203Z","title":"A model for evaluating requirements elicitation techniques in software development projects","venue":null,"work_id":"441771ec-b34f-4105-a63b-096e94fd8f94","year":2020},"citing_paper":{"arxiv_id":"2505.23684","last_updated":"2025-09-03T21:13:02Z","snapshot_observed_at":"2026-08-10T19:15:47.674794Z","submitted_at":"2025-05-29T17:23:14Z","title":"How to Elicit Explainability Requirements? A Comparison of Interviews, Focus Groups, and Surveys","version":4},"reference_index":35,"source":"pdf_text","source_observed_at":"2026-08-07T12:45:49.208245Z"},"links":{"citing_paper":"/paper/2505.23684"},"observation_digest":"sha256:5d4292151f29f83af402eb5da9dc115aaee80130faf2dca406e733ee09c2544f","observation_id":"78c4f92b-0272-4c86-b752-6aab72ea8f1e","resolution":{"observed_at":"2026-08-07T12:45:53.662492Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-14T06:32:32.682623+00:00","source":"crossref"},{"observed_at":"2026-08-14T06:32:18.44784+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T12:45:49.274387Z","title":"The role of domain knowledge in requirements elicitation via interviews: an exploratory study,","venue":null,"work_id":null,"year":2014},"citing_paper":{"arxiv_id":"2505.23684","last_updated":"2025-09-03T21:13:02Z","snapshot_observed_at":"2026-08-10T19:15:47.674794Z","submitted_at":"2025-05-29T17:23:14Z","title":"How to Elicit Explainability Requirements? A Comparison of Interviews, Focus Groups, and Surveys","version":4},"reference_index":36,"source":"pdf_text","source_observed_at":"2026-08-07T12:45:49.274387Z"},"links":{"citing_paper":"/paper/2505.23684"},"observation_digest":"sha256:abe742e1acc1971263370e13ec800eb4eeabeaf5df764989b126cddeee3a8bd8","observation_id":"080c03d6-4d48-4cb3-8a99-59118b6d10aa","resolution":{"observed_at":"2026-08-07T12:45:49.274387Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T12:45:53.353729Z","title":"A practical guide to requirements elicitation techniques selection-an empirical study,","venue":null,"work_id":"6ff77d18-d600-45b1-be7b-461a0e0265b1","year":2012},"citing_paper":{"arxiv_id":"2505.23684","last_updated":"2025-09-03T21:13:02Z","snapshot_observed_at":"2026-08-10T19:15:47.674794Z","submitted_at":"2025-05-29T17:23:14Z","title":"How to Elicit Explainability Requirements? A Comparison of Interviews, Focus Groups, and Surveys","version":4},"reference_index":37,"source":"pdf_text","source_observed_at":"2026-08-07T12:45:49.399781Z"},"links":{"citing_paper":"/paper/2505.23684"},"observation_digest":"sha256:482dbefda387d6ace8467d2869b23d84b2e6dac287bdc0c5fd97e7927443789b","observation_id":"ee08ec9a-0fb0-4cba-9f56-7ee28f231833","resolution":{"observed_at":"2026-08-07T12:45:53.454060Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-14T06:32:32.682623+00:00","source":"crossref"},{"observed_at":"2026-08-14T06:32:18.44784+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T12:45:53.070182Z","title":"Using combined techniques for requirements elicitation: A brazilian case study","venue":null,"work_id":"4c6765a1-ed9d-4782-835c-6846cc6d725e","year":2021},"citing_paper":{"arxiv_id":"2505.23684","last_updated":"2025-09-03T21:13:02Z","snapshot_observed_at":"2026-08-10T19:15:47.674794Z","submitted_at":"2025-05-29T17:23:14Z","title":"How to Elicit Explainability Requirements? A Comparison of Interviews, Focus Groups, and Surveys","version":4},"reference_index":38,"source":"pdf_text","source_observed_at":"2026-08-07T12:45:49.528954Z"},"links":{"citing_paper":"/paper/2505.23684"},"observation_digest":"sha256:a78f9fd261bbedd9c901a4757ec45dc51ec510c6d140b16c817a86087ea46005","observation_id":"6ac18ef8-fdc4-4307-a652-0f46e10ec77d","resolution":{"observed_at":"2026-08-07T12:45:53.195343Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-14T06:32:32.682623+00:00","source":"crossref"},{"observed_at":"2026-08-14T06:32:18.44784+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T12:45:52.813919Z","title":"Combining requirements engi- neering techniques-theory and case study,","venue":null,"work_id":"04ed0a9a-9792-4ff1-9fcf-290e15684f8b","year":2005},"citing_paper":{"arxiv_id":"2505.23684","last_updated":"2025-09-03T21:13:02Z","snapshot_observed_at":"2026-08-10T19:15:47.674794Z","submitted_at":"2025-05-29T17:23:14Z","title":"How to Elicit Explainability Requirements? A Comparison of Interviews, Focus Groups, and Surveys","version":4},"reference_index":39,"source":"pdf_text","source_observed_at":"2026-08-07T12:45:49.662001Z"},"links":{"citing_paper":"/paper/2505.23684"},"observation_digest":"sha256:4809e742bdaa12e4742aedd84f2a2c167650cf8257f34408408f6ede590c8663","observation_id":"28f3854b-4efc-4350-8730-c49c608c8121","resolution":{"observed_at":"2026-08-07T12:45:52.916888Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-14T06:32:32.682623+00:00","source":"crossref"},{"observed_at":"2026-08-14T06:32:18.44784+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T12:45:52.585235Z","title":"An iterative approach for global requirements elicitation: A case study analysis,","venue":null,"work_id":"19ae84af-a06d-433c-bcf1-c7f991fec772","year":2010},"citing_paper":{"arxiv_id":"2505.23684","last_updated":"2025-09-03T21:13:02Z","snapshot_observed_at":"2026-08-10T19:15:47.674794Z","submitted_at":"2025-05-29T17:23:14Z","title":"How to Elicit Explainability Requirements? A Comparison of Interviews, Focus Groups, and Surveys","version":4},"reference_index":40,"source":"pdf_text","source_observed_at":"2026-08-07T12:45:49.785049Z"},"links":{"citing_paper":"/paper/2505.23684"},"observation_digest":"sha256:ca3a16c764c912ae0e0f4e867be3edbae30e692260278c2e7cb5305874d603ea","observation_id":"0d91103c-5023-48c4-9377-7423e1838b09","resolution":{"observed_at":"2026-08-07T12:45:52.676935Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-14T06:32:32.682623+00:00","source":"crossref"},{"observed_at":"2026-08-14T06:32:18.44784+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"1709.08481","last_updated":"2017-09-25T13:37:59Z","snapshot_observed_at":"2026-07-06T06:01:12.328399Z","submitted_at":"2017-09-25T13:37:59Z","title":"A Methodology for the Selection of Requirement Elicitation Techniques","version":1},"cited_work":{"arxiv_id":"1709.08481","doi":null,"metadata_source":"pith","pith_arxiv_id":"1709.08481","snapshot_observed_at":"2026-08-07T12:45:51.324802Z","title":"A Methodology for the Selection of Requirement Elicitation Techniques","venue":"cs.SE","work_id":"d1affb3a-7dd6-4ee2-9fa8-5da064193287","year":2017},"citing_paper":{"arxiv_id":"2505.23684","last_updated":"2025-09-03T21:13:02Z","snapshot_observed_at":"2026-08-10T19:15:47.674794Z","submitted_at":"2025-05-29T17:23:14Z","title":"How to Elicit Explainability Requirements? A Comparison of Interviews, Focus Groups, and Surveys","version":4},"reference_index":41,"source":"pdf_text","source_observed_at":"2026-08-07T12:45:49.924156Z"},"links":{"cited_paper":"/paper/1709.08481","citing_paper":"/paper/2505.23684"},"observation_digest":"sha256:27833f90541a231064baa7dd9f9840d1f3953dd421a990f6ea25ab7c848fe60a","observation_id":"9ee017af-b8e5-4a55-a52c-23969e6b92f5","resolution":{"observed_at":"2026-08-07T12:45:51.434006Z","resolver_source":"local_arxiv","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-14T06:32:32.682623+00:00","source":"crossref"},{"observed_at":"2026-08-14T06:32:18.44784+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T12:45:52.373397Z","title":null,"venue":null,"work_id":"754d1a22-0247-40ec-86e9-1fa5aa1d6c61","year":2014},"citing_paper":{"arxiv_id":"2505.23684","last_updated":"2025-09-03T21:13:02Z","snapshot_observed_at":"2026-08-10T19:15:47.674794Z","submitted_at":"2025-05-29T17:23:14Z","title":"How to Elicit Explainability Requirements? A Comparison of Interviews, Focus Groups, and Surveys","version":4},"reference_index":42,"source":"pdf_text","source_observed_at":"2026-08-07T12:45:50.054517Z"},"links":{"citing_paper":"/paper/2505.23684"},"observation_digest":"sha256:5a72cf80152794db7c17496b289c1ee93c091e9b2bfa5f51a5ed88e20d5dae57","observation_id":"3315213b-8fd3-4732-bc56-3fdd24cec143","resolution":{"observed_at":"2026-08-07T12:45:52.478531Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-14T06:32:32.682623+00:00","source":"crossref"},{"observed_at":"2026-08-14T06:32:18.44784+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T12:45:52.178464Z","title":"Customer-driven software product devel- opment software products for the social media world–a case study,","venue":null,"work_id":"e84e7e1b-d845-4704-9c81-3bc4184b264f","year":2013},"citing_paper":{"arxiv_id":"2505.23684","last_updated":"2025-09-03T21:13:02Z","snapshot_observed_at":"2026-08-10T19:15:47.674794Z","submitted_at":"2025-05-29T17:23:14Z","title":"How to Elicit Explainability Requirements? A Comparison of Interviews, Focus Groups, and Surveys","version":4},"reference_index":43,"source":"pdf_text","source_observed_at":"2026-08-07T12:45:50.228241Z"},"links":{"citing_paper":"/paper/2505.23684"},"observation_digest":"sha256:95d6dfb66200cc6019ba3903f0620360dd04fccb48d93d6b57eceb48920972ab","observation_id":"4b103813-eaec-401e-bf17-de1270231e20","resolution":{"observed_at":"2026-08-07T12:45:52.262003Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-14T06:32:32.682623+00:00","source":"crossref"},{"observed_at":"2026-08-14T06:32:18.44784+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T12:45:51.979502Z","title":"Cognitive profiles in understanding and prioritizing requirements: a case study,","venue":null,"work_id":"aee99b77-2148-4ad3-819b-5a90973c1a90","year":2010},"citing_paper":{"arxiv_id":"2505.23684","last_updated":"2025-09-03T21:13:02Z","snapshot_observed_at":"2026-08-10T19:15:47.674794Z","submitted_at":"2025-05-29T17:23:14Z","title":"How to Elicit Explainability Requirements? A Comparison of Interviews, Focus Groups, and Surveys","version":4},"reference_index":44,"source":"pdf_text","source_observed_at":"2026-08-07T12:45:50.347627Z"},"links":{"citing_paper":"/paper/2505.23684"},"observation_digest":"sha256:a639c85d64ee6546da54da31b2dab75243b7cfe9dc661f9ce869da417e24e65b","observation_id":"013e71c3-661a-43f5-905c-4ab4bd818c27","resolution":{"observed_at":"2026-08-07T12:45:52.057852Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-14T06:32:32.682623+00:00","source":"crossref"},{"observed_at":"2026-08-14T06:32:18.44784+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T12:45:51.715291Z","title":"Using flow to improve com- munication of requirements in globally distributed software projects,","venue":null,"work_id":"d4793ee3-da55-4aa2-857b-da14ebb4884e","year":2009},"citing_paper":{"arxiv_id":"2505.23684","last_updated":"2025-09-03T21:13:02Z","snapshot_observed_at":"2026-08-10T19:15:47.674794Z","submitted_at":"2025-05-29T17:23:14Z","title":"How to Elicit Explainability Requirements? A Comparison of Interviews, Focus Groups, and Surveys","version":4},"reference_index":45,"source":"pdf_text","source_observed_at":"2026-08-07T12:45:50.474032Z"},"links":{"citing_paper":"/paper/2505.23684"},"observation_digest":"sha256:3f7d497a54c5e4c2b90c8c826591e295b2cbfffd32b46d36571d22d982614157","observation_id":"f1544e3a-ba7b-4ba4-8656-96641b87b287","resolution":{"observed_at":"2026-08-07T12:45:51.831695Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-14T06:32:32.682623+00:00","source":"crossref"},{"observed_at":"2026-08-14T06:32:18.44784+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T12:45:50.620404Z","title":"Wohlin, P","venue":null,"work_id":null,"year":2012},"citing_paper":{"arxiv_id":"2505.23684","last_updated":"2025-09-03T21:13:02Z","snapshot_observed_at":"2026-08-10T19:15:47.674794Z","submitted_at":"2025-05-29T17:23:14Z","title":"How to Elicit Explainability Requirements? A Comparison of Interviews, Focus Groups, and Surveys","version":4},"reference_index":46,"source":"pdf_text","source_observed_at":"2026-08-07T12:45:50.620404Z"},"links":{"citing_paper":"/paper/2505.23684"},"observation_digest":"sha256:5704ac256f4e0b03ff91623d83173f0df9d67caaffc3caa96b46249823892961","observation_id":"f00663a9-7c3e-46e2-9246-4d63f369c752","resolution":{"observed_at":"2026-08-07T12:45:50.620404Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T12:45:50.726451Z","title":"Framing what can be explained – an operational taxonomy for explainability needs,","venue":null,"work_id":null,"year":2025},"citing_paper":{"arxiv_id":"2505.23684","last_updated":"2025-09-03T21:13:02Z","snapshot_observed_at":"2026-08-10T19:15:47.674794Z","submitted_at":"2025-05-29T17:23:14Z","title":"How to Elicit Explainability Requirements? A Comparison of Interviews, Focus Groups, and Surveys","version":4},"reference_index":47,"source":"pdf_text","source_observed_at":"2026-08-07T12:45:50.726451Z"},"links":{"citing_paper":"/paper/2505.23684"},"observation_digest":"sha256:ad111d35fecec5c7c390e05fe38ffeb2f6b8866424a1828c816763770cb49452","observation_id":"b36dd9f5-1920-4454-88dc-47102a7b418b","resolution":{"observed_at":"2026-08-07T12:45:50.726451Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":"10.5281/zenodo.15678937","metadata_source":"openalex","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-10T05:30:23.456663Z","title":"Dataset: How to elicit explainability requirements? a comparison of interviews, focus groups, and surveys,","venue":"Zenodo (CERN European Organization for Nuclear Research)","work_id":"66f4be1a-8c67-482a-a300-1b617ece137d","year":2025},"citing_paper":{"arxiv_id":"2505.23684","last_updated":"2025-09-03T21:13:02Z","snapshot_observed_at":"2026-08-10T19:15:47.674794Z","submitted_at":"2025-05-29T17:23:14Z","title":"How to Elicit Explainability Requirements? A Comparison of Interviews, Focus Groups, and Surveys","version":4},"reference_index":48,"source":"pdf_text","source_observed_at":"2026-08-07T12:45:50.868943Z"},"links":{"citing_paper":"/paper/2505.23684"},"observation_digest":"sha256:191b7af3372fba96ceff04d6a7c62a5271a6f068f3183e52213cca45c6d1883f","observation_id":"21e4fa9f-59fe-4732-9045-697f30a8e8e6","resolution":{"observed_at":"2026-08-07T12:45:51.201900Z","resolver_source":"doi","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-14T06:32:32.682623+00:00","source":"crossref"},{"observed_at":"2026-08-14T06:32:18.44784+00:00","source":"retraction_watch"}],"state":"measured"}}],"paper":{"arxiv_id":"2505.23684","last_updated":"2025-09-03T21:13:02Z","latest_version":4,"primary_category":"cs.SE","snapshot_observed_at":"2026-08-10T19:15:47.674794Z","submitted_at":"2025-05-29T17:23:14Z","title":"How to Elicit Explainability Requirements? A Comparison of Interviews, Focus Groups, and Surveys"},"reference_resolution":{"displayed":48,"state_counts":{"malformed_identifier":0,"metadata_mismatch":0,"parse_uncertain":0,"unresolved":21,"verified_exact":2,"verified_fuzzy":25},"total_outbound_references":48},"refusal":"A citation records a reference. It does not transfer a finding from one paper to another.","schema":"pith.paper-citation-record.v1","standing_sources":[{"observed_at":"2026-08-14T06:32:32.682623+00:00","source":"crossref"},{"observed_at":"2026-08-14T06:32:18.44784+00:00","source":"retraction_watch"}],"thesis":"As of 14 August 2026, this Paper Citation Record lists 48 of 48 outbound references and 0 inbound Pith citation observations for arXiv:2505.23684."}