Articles tagged with
ai

07 Mar 2025

How to create a synthetic annotator? The process of developing a domain-specific LLM-as-a-Judge.

In this blogpost we want to introduce the topic of using a Large Language Model (LLM) as an evaluator — a novel approach to tackling the complexities of evaluating advanced machine learning systems, particularly in tasks like Automatic Summarization, Text Generation, and Machine Translation, where traditional metrics struggle to capture nuances like cross-lingual accuracy and bias detection.

Zuzanna Rękawek, Agata Hajduk-Smak

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06 Feb 2025

The AI dual-use dilemma using the example of China

This article discusses the dual-use dilemma of AI, focusing on China’s approach and the challenges of balancing innovation with security risks, particularly the blurred lines between civilian and military applications.

Bartosz Kowalski

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18 Apr 2023

Trust no one, not even your training data! Machine learning from noisy data

Label noise is ever-present in machine learning practice. Allegro datasets are no exception. We compared 7 methods for training classifiers robust to label noise. All of them improved the model’s performance on noisy datasets. Some of the methods decreased the model’s performance in the absence of label noise.

Alicja Rączkowska, Aleksandra Osowska-Kurczab, Jacek Szczerbiński, Klaudia Nazarko, Kalina Kobus