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cs.CL2025
A Single Character can Make or Break Your LLM Evals
Jingtong Su, Jianyu Zhang, Karen Ullrich +2
Common Large Language model (LLM) evaluations rely on demonstration examples to steer models' responses to the desired style. While the number of examples used has been studied and…
cs.AI2025
Memory Mosaics at scale
Jianyu Zhang, Léon Bottou
Memory Mosaics [Zhang et al., 2025], networks of associative memories, have demonstrated appealing compositional and in-context learning capabilities on medium-scale networks (GPT-…
cs.LG2025
These Are Not All the Features You Are Looking For: A Fundamental Bottleneck in Supervised Pretraining
Xingyu Alice Yang, Jianyu Zhang, Léon Bottou
Transfer learning is widely used to adapt large pretrained models to new tasks with only a small amount of new data. However, a challenge persists -- the features from the original…