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Author

Linyang He

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#natural language process... Preprint Sep 2026

Grammatical"grandmother neurons"are rare in LLMs

Understanding how Large Language Models (LLMs) encode linguistic structures remains a fundamental challenge in interpretability research. While diagnostic classifiers (or"probes") are widely used for this task, they face significant methodological criticism: training auxiliary classifiers introduces capacity confounds...

Lin-Yang He, N. Mesgarani · 0 citations
Preprint Jul 2026

The First ChineseBabyLM Challenge: training data-efficient and cognitively plausible language models for Chinese

This paper presents the first ChineseBabyLM Challenge, organized as part of NLPCC 2026. The challenge asked participants to train language models from scratch using no more than 102M Chinese words. The models were evaluated on three tracks: natural language understanding, cognitive alignment, and Hanzi knowledge. There...

Siyuan Song, Zhiheng Qian, Yunhao Zhang et al. · 0 citations

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