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cs.CL2025
Existing LLMs Are Not Self-Consistent For Simple Tasks
Zhenru Lin, Jiawen Tao, Yang Yuan +1
Large Language Models (LLMs) have grown increasingly powerful, yet ensuring their decisions remain transparent and trustworthy requires self-consistency -- no contradictions in the…
cs.CL2025★ 4 cited
Tensor Product Attention Is All You Need
Yifan Zhang, Yifeng Liu, Huizhuo Yuan +4
Scaling language models to handle longer input sequences typically necessitates large key-value (KV) caches, resulting in substantial memory overhead during inference. In this pape…