Are Video Models Zero-Shot Learners and Reasoners in Education? EduVideoBench, A Knowledge-Skills-Attitude Benchmark for Educational Video Generation
arXiv:2605.26918v1 Announce Type: new Abstract: Video generation models (VGMs) are rapidly entering classrooms, yet existing benchmarks evaluate only perceptual quality, intrinsic faithfulness, generic safety, or video as a reasoning medium, and none assesses whether the outputs are educationally valid. In this work, we present EduVideoBench, the first balanced benchmark in the education domain, grounded in the Knowledge-Skills-Attitude (KSA) framework so that pedagogical adequacy and educational safety are evaluated jointly rather than as ad-hoc quality dimensions. Across five frontier VGMs,
As video generation models become increasingly sophisticated and accessible, their deployment in educational settings necessitates specialized benchmarks beyond generic quality metrics.
This benchmark addresses a critical gap by evaluating the pedagogical validity and educational safety of AI-generated content, crucial for responsible AI adoption in learning environments.
The introduction of EduVideoBench shifts the focus for educational AI from mere technical performance to a comprehensive assessment of learning outcomes and ethical considerations.
- · EdTech companies prioritizing pedagogical rigor
- · AI safety researchers
- · Educational institutions adopting AI tools
- · Students engaging with AI-generated content
- · Generative AI developers ignoring educational safety
- · Traditional content creators facing AI competition without clear quality standar
- · Education systems without robust AI evaluation frameworks
This benchmark will likely drive AI developers to integrate KSA (Knowledge-Skills-Attitude) principles into their video generation models for education.
Improved educational AI could lead to more personalized and effective learning experiences, potentially narrowing educational equity gaps.
The widespread adoption of pedagogically sound AI tutors might fundamentally alter the role of human educators, shifting focus to mentorship and complex problem-solving.
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Read at arXiv cs.CL