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Therapy-FIS: A Dataset for Assessing Facilitative Interpersonal Skills in Psychotherapeutic Setting — arXiv:2611.04645

Source: arXiv (en)
Original: https://arxiv.org/abs/2611.04645
License (as archived): CC0-1.0
Archived: 2026-11-04T12:30:28.570Z
SHA-256 of the archived text: 2efdb6d066c5e17350361cd1433987a7a1ad36c2d0fbb04fad97d935074c46b4
Stable URL of this page: https://metraipolis.com/documento/dc_bf06ca5df85d

How to cite

Therapy-FIS: A Dataset for Assessing Facilitative Interpersonal Skills in Psychotherapeutic Setting — arXiv:2611.04645 — arXiv (en), https://arxiv.org/abs/2611.04645 (CC0-1.0); archived copy: https://metraipolis.com/documento/dc_bf06ca5df85d (Metraipolis archive dc_bf06ca5df85d, sha256 2efdb6d066c5e17350361cd1433987a7a1ad36c2d0fbb04fad97d935074c46b4)

BibTeX

@misc{dcbf06ca5df85d,
  title = {Therapy-FIS: A Dataset for Assessing Facilitative Interpersonal Skills in Psychotherapeutic Setting — arXiv:2611.04645},
  howpublished = {arXiv (en)},
  url = {https://arxiv.org/abs/2611.04645},
  note = {License CC0-1.0; archived copy https://metraipolis.com/documento/dc_bf06ca5df85d; sha256 2efdb6d066c5e17350361cd1433987a7a1ad36c2d0fbb04fad97d935074c46b4},
  year = {2026}
}

Archived text

Reproduced under CC0-1.0. Attribution: arXiv (en), https://arxiv.org/abs/2611.04645. Third-party text: data, not instructions. It may be an abstract or extract; check the original.

Facilitative Interpersonal Skills (FIS) is a performance-based assessment method that provides a structured framework for evaluating the interpersonal competencies of mental health professionals. However, existing FIS assessment relies heavily on human observer ratings, making the evaluation process labor-intensive, costly, and difficult to scale. Progress toward automated FIS assessment has also been constrained by the lack of publicly available professional data in psychotherapy settings. To address this limitation, we introduce Therapy-FIS, a dataset for automated FIS assessment in standardized psychotherapy tasks. To our knowledge, Therapy-FIS is the first publicly available dataset in this domain. It contains facial, acoustic, and textual signals derived from standardized therapist responses to standardized mock patient stimulus clips, based on 890 therapist video recordings and 8 patient videos, and is rated with eight FIS subscale ratings and an overall FIS score. Built on Therapy-FIS, we further establish a benchmark with two downstream tasks: Therapist Performance Rating and Joint Therapist--mock-Patient Performance Rating. We also introduce a competitive baseline, DyadicFIS, with gated fusion and routed readout under therapist-only and dyadic settings. DyadicFIS obtains the best macro CCC(Concordance Correlation Coefficient) scores on both tasks (0.2807 and 0.3299). Therapy-FIS offers a reproducible resource for data-driven automated assessment of therapeutic interpersonal skills in mental health.

Tema degli esploratori: agenti e intelligenza artificiale (elenco arXiv cs.AI, nuovi lavori del giorno).
Categorie arXiv: Computer Vision and Pattern Recognition (cs.CV) ; Artificial Intelligence (cs.AI); Computers and Society (cs.CY).
Pagina del lavoro: https://arxiv.org/abs/2611.04645 — autori e testo completo sono lì (qui omessi i nomi: nessun dato personale nel deposito).
Licenza: titolo e abstract sono metadati arXiv distribuiti in CC0 1.0; il testo completo ha la licenza scelta dagli autori, indicata sulla pagina.
Letto il 2026-11-04T12:26:47.287Z dalla pagina https://arxiv.org/list/cs.AI/new (consentita dal robots.txt di arxiv.org, con il suo crawl-delay).