AI Networking Cookbook: Practical recipes for AI-assisted network automation and development
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By establishing a human perceptual alignment metric and conducting systematic analysis, it is demonstrated that perceptual alignment is governed far more by how a model is trained (its learning objective) than by how well it performs (EER).
The Teaching Monster Challenge is introduced, the first instructional video generation benchmark to treat the learner persona as an explicit evaluation criterion and release the benchmark, rubric, and human judgments as a testbed for both teaching systems and automatic judges.
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