Author

Xiulin Yang

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Preprint Aug 2026

Beyond Static and Linear: What Attention Constraints Best Fit Human Reading Times?

A systematic comparison of multiple attention-based memory mechanisms across different model sizes and training corpora finds that constraints that are sensitive to the content of intervening tokens consistently achieve the highest alignment with human reading times, outperforming distance-based constraints.

Lanni Bu, Xiulin Yang, Christian Clark et al. · 0 citations

#natural language process... Preprint Aug 2026

Apples to Apples? Towards Comparable Crosslingual Language Model Evaluation

The results show that several widely used normalized metrics introduce crosslinguistic biases rooted in tokenization, encoding, and orthographic differences, and sentence-level negative log-likelihood computed over semantically equivalent sequences provides more meaningful and consistent crosslingual comparisons.

Xiulin Yang, Ethan Wilcox, Catherine Arnett · 0 citations