5 papers
PRAGMA: Revolut Foundation Model
Maxim Ostroukhov, Ruslan Mikhailov, Vladimir Iashin +11
Modern financial systems generate vast quantities of transactional and event-level data that encode rich economic signals. This paper presents PRAGMA, a family of foundation models…
Evaluating Text Style Transfer: A Nine-Language Benchmark for Text Detoxification
Vitaly Protasov, Nikolay Babakov, Daryna Dementieva +1
Despite notable advances in large language models (LLMs), reliable evaluation of text generation tasks such as text style transfer (TST) remains an open challenge. Existing researc…
BRIGHTER: BRIdging the Gap in Human-Annotated Textual Emotion Recognition Datasets for 28 Languages
Shamsuddeen Hassan Muhammad, Nedjma Ousidhoum, Idris Abdulmumin +45
People worldwide use language in subtle and complex ways to express emotions. Although emotion recognition--an umbrella term for several NLP tasks--impacts various applications wit…
BLOOM: A 176B-Parameter Open-Access Multilingual Language Model
BigScience Workshop, :, Teven Le Scao +391
Large language models (LLMs) have been shown to be able to perform new tasks based on a few demonstrations or natural language instructions. While these capabilities have led to wi…
Universal and Independent: Multilingual Probing Framework for Exhaustive Model Interpretation and Evaluation
Oleg Serikov, Vitaly Protasov, Ekaterina Voloshina +2
Linguistic analysis of language models is one of the ways to explain and describe their reasoning, weaknesses, and limitations. In the probing part of the model interpretability re…