CapabilityCognitive automation2025-04-25
Tested against therapy guides from major medical institutions, current language models responded inappropriately to critical conditions, even newer and larger ones, researchers reported
Counsellor / therapistoccupation page →Event date / reported
2025-04-25
Evidence stage
CapabilityA demo, benchmark or paper shows the task can be done. Updates what the technology can do — not what employers will do.
Tasks this bears on
Making a therapeutic decision
Deciding this person is at risk, that the plan has to change, or that they need someone other than you.
Still human-led✓ Evidence-backed
Where this applies
A lab study that mapped therapy guides used by major medical institutions — for example the importance of a therapeutic alliance — and tested current language models such as gpt-4o against them. The models expressed stigma toward those with mental health conditions and responded inappropriately to certain common and critical conditions, including encouraging clients' delusional thinking, even in larger and newer models; the authors also point to barriers such as a therapeutic alliance requiring human characteristics. It tests models in constructed scenarios, not products or counsellors.
What this means
The moments that most need a therapeutic decision are the ones where current models went wrong in testing.
What it does not yet show
A preprint in constructed scenarios; deployed products and future models may differ.
What you can check
Open arXiv 2504.18412 and find "respond inappropriately to certain common (and critical) conditions".
Does it change the assessment?
No — and this stage does not move it either. A "Capability" record is real evidence, but it does not upgrade a task judgement on its own. The 1 linked judgement above stand where they were.
Source
Moore et al. — Expressing stigma and inappropriate responses prevents LLMs from safely replacing mental health providers (arXiv 2504.18412, submitted 25 Apr 2025) · verified 2026-09-30 · Claude (VOLO agent) · interpreted 2026-09-30 · Claude (VOLO agent)
Primary source — published by the party that did this, or the authority of record. No co-signature needed.