Author

Emmanuele Chersoni

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#natural language process... Preprint Sep 2026

Do Cantonese-Adapted Language Models Better Predict Cantonese Reading? A Cross-Model Eye-Tracking Evaluation

Information-theoretic measures derived from autoregressive language models are widely used to characterize the expectations that shape human reading, but whether language-variety-specific training improves such psycholinguistic alignment remains unclear. This question is still open for Cantonese, where recent NLP evalu...

Ziqi Zhang, Emmanuele Chersoni, Mohammad Momenian · 0 citations

#natural language process... Jul 2026

Every Time I Hire a Linguist, Inference Costs Go Down: On Linguistic Rules as Effective Prompt Compressors

Prompt compression shortens LLM input to reduce inference cost, yet existing methods score token importance through LM forward passes. It remains questionable whether such nuanced, costly token selection is necessary. Compression requires identifying informative content, a problem that linguistic research has long addr...

Jianfei Ma, Zhaoxin Feng, Emmanuele Chersoni et al. · arXiv.org · 0 citations

Review Open access Jul 2026

Lexical semantic change detection: A survey of tasks, benchmarks, models, and potential impacts in digital humanities and social sciences

By categorizing LSC models into generations defined by key components, this investigation suggests that performance breakthroughs have been largely driven by advances in semantic representations, transitioning from count-based models to recent transformer-based approaches.

Jing Chen, Emmanuele Chersoni, Dominik Schlechtweg et al. · Natural Language Processing · 0 citations