Skill-Mix: a Flexible and Expandable Family of Evaluations for AI …
2023年10月26日 · This work introduces Skill-Mix, a new evaluation to measure ability to combine skills. Using a list of $N$ skills the evaluator repeatedly picks random subsets of $k$ skills and asks the LLM to produce text combining that subset of skills.
Skill mix - Wikipedia
Skill mix is the combination or grouping of different categories of workers that is employed in any field of work. In the context of health care provision it can be applied to broad (e.g. national) macro level planning or micro level in the context of local service delivery .
SKILL-MIX: a Flexible and Expandable Family of Evaluations for AI ...
This work introduces SKILL-MIX, a new evaluation to measure ability to combine skills. Using a list of $N$ skills the evaluator repeatedly picks random subsets of $k$ skills and asks the LLM to produce text combining that subset of skills.
SKILL-MIX: a Flexible and Expandable Family of Evaluations for
Arguably, a key ability of an AI agent is to flexibly combine, as needed, the basic skills it has learned. The capability to combine skills plays an important role in (human) pedagogy and also in a paper on emergence phenomena (Arora & Goyal, 2023).This work introduces SKILL-MIX, a new evaluation to measure ability to combine skills.
SKILL-MIX (k) consists of randomly picking 65 a subset of k skills out of N, and a random topic out of T topics. The chat agent is then asked to 66 produce a short piece of text (say, 2 sentences) in the context of the selected topic and illustrate all k 67 selected skills. This evaluation can be easily administered using any set of skills and ...
SKILL-MIX
We consider combinations with uncommon skills whose occurrence rate in RedPajama is less than 5%, and deduct points for skills whose name is mentioned in the text. For each k, the highest score is highlighted in orange. Please see instructions for contributing a model and then fill out this form! @inproceedings{DBLP:journals/corr/abs-2310-17567,
Conceptualizing skill mix in nursing and health care: An analysis
2018年9月20日 · This paper aims to unpack the concept of “skill mix” into its constituent parts to achieve a better understanding and reduce confusion associated with the term. Background. Skill mix is a topic that is widely debated and is foremost on the health policy agenda due to specific local pressures within international health services.
Skill-mix change and outcomes in primary care: Longitudinal …
2022年9月1日 · We study the effect of changes in skill-mix on primary care outcomes in England. The introduction of new professionals has negative effects on patient satisfaction. Skill-mix changes increase capacity but also health system costs, reducing quality. We find positive effects for few specific activities, such as drug prescribing.
From staff-mix to skill-mix and beyond: towards a systemic …
2009年12月19日 · Despite the rhetorical use of 'skill mix' to describe the different options for deploying health care personnel, the focus is, in reality, not on skill but on grades, educational qualifications, job titles and duration of experience that are, at best, proxies for skill levels.
It examines the evidence base (identifying its limitations), summarizes the main findings from a literature review, and highlights the evidence on skill mix that is available to inform health system managers, health professionals, health policy-makers and other stakeholders.