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Pavel Chizhov

3 papers indexed here

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#machine learning Preprint Sep 2026

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

SYNTH is the first open-source synthetic corpus derived from 58,698 Wikipedia articles that collapses pre, mid, and post-training into a single training stage via structured amplification of curated encyclopedic seeds, and opens up possibilities for both generalist models with significantly increased data efficiency, a...

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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