sentiment analysis – Lewoniewski.info

October 18, 2026 5 min

Between Neutrality and Emotion: AI-Based Sentiment Analysis of Wikipedia in Five Languages

Can artificial intelligence identify positive or negative sentiment in encyclopedic texts? Do different language models assess the same content in similar ways?These questions are explored in the research paper entitled “Evaluating Multilingual Sentiment Classifiers Using an LLM-Annotated Wikipedia Benchmark”. The paper was authored by Dr. Milena Stróżyna, Dr. Włodzimierz Lewoniewski, Izabela Czumałowska. The research was […]

#ACL #artificial intelligence #BERT #Claude Opus #Gemini #GPT #Izabela Czumałowska #Kaggle #LLM #Milena Stróżyna #NLP #sentiment analysis #United States #Wikipedia #Wikipedia quality

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Neutrality in Wikipedia by the Numbers: What an Analysis of Millions of Articles Reveals

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May 2, 2026 3 min

Neutrality in Wikipedia by the Numbers: What an Analysis of Millions of Articles Reveals

Wikipedia has long been based on one of its most important principles – the neutral point of view (NPOV). In theory, this means that every article should present facts without bias. In practice, however, achieving full neutrality is a major challenge, especially across millions of articles written by people from all over the world.

#Aleksandra Wojewoda #DistilBERT #Hugging Face #Izabela Czumałowska #Krzysztof Węcel #Milena Stróżyna #OpenFact #RoBERTa #sentiment analysis #TextBlob #VADER #Wikipedia

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IJCAI 2025: Automatic Analysis of Neutrality of Wikipedia Content

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September 25, 2025 2 min

IJCAI 2025: Automatic Analysis of Neutrality of Wikipedia Content

Neutral Point of View (NPOV) is one of the core principles of Wikipedia. According to this guideline, content should be presented objectively, taking into account all significant perspectives without favoring any particular one.

#Aleksandra Wojewoda #conference #Hugging Face #Izabela Czumałowska #Krzysztof Węcel #Milena Stróżyna #sentiment analysis #Wikipedia #Wikipedia quality

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Boundaries of Neutrality: Sentiment Analysis of Wikipedia Articles About Companies

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July 17, 2025 2 min

Boundaries of Neutrality: Sentiment Analysis of Wikipedia Articles About Companies

A new scientific paper has been published that takes on the challenge of assessing the neutrality of Wikipedia articles about companies, using advanced sentiment analysis tools. This publication represents an important step toward monitoring the neutrality of one of the most influential sources of knowledge on the Internet and may be useful to anyone interested […]

#Aleksandra Wojewoda #Izabela Czumałowska #Milena Stróżyna #sentiment analysis #Wikipedia #Wikipedia quality

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