Author

Adrian de Wynter

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#artificial intelligence Preprint Sep 2026

What Was Said, Not What Was'Thought': Type-6 Logic for CoT Verification

We introduce Type-6 logic, a variant of dynamic epistemic logic augmented with two operators (uncertainty and recurrence), designed to model the inferential dynamics of contemporary large language model (LLM) chain-of-thought (CoT) reasoning. Type-6 accounts for common LLM reasoning pathologies such as unlicensed revis...

Adrian de Wynter · 0 citations

#natural language process... Aug 2025

Evaluating Style-Personalized Text Generation: Challenges and Directions

This work critically examines the effectiveness of the most common metrics used in the field, such as BLEU, embeddings, and LLMs-as-judges, and finds strong evidence that employing ensembles of diverse evaluation metrics consistently outperforms single-evaluator methods.

Anubhav Jangra, Bahareh Sarrafzadeh, Adrian de Wynter et al. · arXiv.org · 2 citations