Requirements Perception Gap across Stakeholders: A Comparative Survey of Aged Care Digital Health Software
2026-05-22T08:51:51Z•62b5d6b0b9f2a50f63745247ba2f66bab2a20b2be00f66aa31051b7dcca5cdcb
LLM safetyPITMuSReproFlakeagile research-practice gapbenchmarkingbiosecuritycode modernizationcode summarisationdatasetsdigital healthflaky testsmutation testingprivacy-by-designrefusal behaviorself-reviewsemantic driftsoftware engineeringtraining data contamination
What happened
Collection of recent software-engineering and ML-safety papers: (1) Survey on requirements gaps in aged-care digital health software, highlighting mismatched priorities across older adults, caregivers, and developers and recommending co-design and privacy-by-design practices; (2) Empirical study showing LLM-based code modernizers often introduce semantic-preservation drift and cannot reliably self-review their behavioral changes; (3) RefusalBench, a benchmark revealing wide variance in frontier LLMs’ refusal behavior on biological research prompts and mismatch between refusal rate and safety‑s
Why it matters
A reviewed impact interpretation has not been published for this record.
Evidence and limitations
- Source ID
- arxiv_cs_se
- Record identifier
- 62b5d6b0b9f2a50f63745247ba2f66bab2a20b2be00f66aa31051b7dcca5cdcb
- Enrichment time
- 2026-05-22T08:51:51Z
- AI-assisted enrichment
- Yes
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