MoveBench: A Rubric-Based Benchmark for Evaluating Large Language Models in Sports and Health Coaching

Researchers introduced MoveBench, a rubric-based benchmark for evaluating large language models in sports and health coaching, citing the absence of domain-specific evaluation as a barrier to safe deployment. The work argues that general-purpose benchmarks such as MMLU and HELM assess broad knowledge and reasoning but do not capture the requirements of sports and health coaching, a domain the authors describe as high-risk.

Despite rapid advances in large language models LLMs , their deployment in the sports and health domain remains high-risk due to the absence of domain-specific evaluation benchmarks. Existing general-purpose benchmarks e.g., MMLU and HELM primarily assess broad knowledge and reasoning capabilitie