#Evaluation Benchmarks

Paper Review — An Era Where Safety and Security Come First

As generative models/LLMs are used in the real world, the “evaluation design” for safety and security becomes dominant. A cross-review of fresh papers on DESPITE, MAGIC, Claudini, and the limits of...

Paper Review — Learning and Evaluation that Balance Robustness and Interpretability

Across five newly posted papers, we organize a trend of combining knowledge (logic) and models (small LLMs/signal processing) with robustness in inference, resilient evaluation, and resistance to a...

Paper Review — Safe and Efficient LLM Deployment

As of 2026-05-15, organize 3+ recently released papers covering alignment, robustness, efficiency improvements, and evaluation design. Design principles needed for safe LLM operations become clearer.