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Review Aug 2026

OASIS: A Rubric-Based Multimodal Assessment Platform Using Large Language Models

OASIS (Open Assessment and Scoring Infrastructure Stack) is a systems platform for rubric-based grading of video, audio, and text with large language models. Scoring one artifact with an LLM is straightforward; deploying assessment at scale requires encounter management, rubric versioning, modality-aware execution, pro...

A. Shakur, Shinyoung Kang, David Hein et al. · 0 citations
#natural language process... Preprint Sep 2026

SLATE: Are AI-Generated Slides Educationally Effective? A Benchmark for Language Teaching Quality and Learner Knowledge Acquisition

SLATE (Slide-based Learning Assessment for Teaching Effectiveness), the first benchmark that evaluates AI-generated language teaching slides through instructional effectiveness and learner knowledge acquisition, reveals a dissociation between artifact quality and instructional effectiveness.

Jing-Zhuo Wu, Jia-Jun Zhang, Liu Yi et al. · 0 citations

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