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cs.LG2026
Beyond the Training Horizon: Mechanisms and Limits of Length Generalization in Looped Transformers
Jia Liang, Xi Jin, Liangming Pan
Looped Transformers can generalize to reasoning chains longer than those encountered during training, but the computations enabling this behavior and limiting its extent remain unc…
cs.LG2025
ToC: Tree-of-Claims Search with Multi-Agent Language Models
Shuyang Yu, Jianan Liang, Hui Hu
Optimizing patent claims is a critical yet challenging task, demanding careful balance between maximizing novelty and preserving legal scope. Manual claim drafting is labor-intensi…