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Pavel Chizhov

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#machine learning Preprint Sep 2026

It's All Training: A Fully Synthetic Single-Stage Recipe for LLMs

Current pre-training datasets are derived from web crawls, with all their issues, and were not designed to support mid- and post-training pipelines--for instance, they contain little explicit reasoning. Thus, many frontier labs have begun to develop their own internal datasets, starting from state-of-the-art models, to...

Pierre-Carl Langlais, Pieter Delobelle, Yannick Detrois et al. · 0 citations
#natural language process... Preprint Apr 2025

Who Benchmarks the Benchmarks? Towards Comprehensive Evaluation of Commonsense Reasoning Benchmarks

BenCheck is proposed, a package for benchmark validity analysis that encapsulates the main checks performed in a case study on HellaSwag and can be used to audit commonsense reasoning benchmarks, including PIQA, Global PIQA, and Winogrande.

Pavel Chizhov, Anton Changalidis, Vishnu Prasad Vijaya Kumar et al. · 9 citations · ⚡2

The Company You Keep: How LLMs Respond to Dark Triad Traits

This work examines how LLMs respond to user prompts expressing varying degrees of Dark Triad traits (Machiavellianism, Narcissism, and Psychopathy) using a curated dataset, revealing systematic differences across models.

Zeyi Lu, A. Henestrosa, Pavel Chizhov et al. · 1 citation

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