Author

Zihan Gu

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Preprint Oct 2026

Mapping the Solution-Set Structure of Grokking on Latin Squares

Grokking is a delayed transition from memorisation to generalisation. A network first fits observed examples while remaining near chance on held-out inputs, then generalises abruptly. Prior work has focused mainly on this delay, finding that the network's main loss becomes weight decay after the fitting phase. We name...

Zi-Han Gu, Lu-Lu Zhao, Tian-Yi Ma et al. · 0 citations

#natural language process... Conference Open access Jul 2026

Neo-Classic: A Benchmark for Evaluating Linguistic-Aesthetic Reasoning in Classical Chinese Poetry

While Large Language Models (LLMs) achieve high accuracy on established Classical Chinese Poetry benchmarks, it remains challenging to distinguish transferable Linguistic-Aesthetic Reasoning from reliance on familiar pre-training patterns. To address this issue, we introduce Neo-Classic, an evaluation benchmark that co...

Han Zhang, Zihan Gu, Zhiyuan Wang et al. · Annual Meeting of the Associ... · 0 citations