A. Orlovskyi

INTERPRETATION AND VERIFICATION OF LARGE LANGUAGE MODEL DECISIONS: TAXONOMY OF METHODS, TRUST METRICS,AND EVALUATION PROTOCOLS

The rapid evolution and adoption of large language models in domains with a high cost of error, including healthcare, law, finance, and education, where incorrect or factually inaccurate responses may lead to erroneous decisions, necessitate the study of the theoretical and practical aspects of the interpretation, cali...

Data-Efficient Adaptation of Multilingual LLMs to Ukrainian

This work combines vocabulary surgery for tokenizer adaptation without full retraining, cross-lingual transfer of quality classifiers via translation, enabling filtering without target-language annotations, and generation of instruction data through translation, task conversion, and targeted synthesis.

Scaling ASR for Hutsul Dialect: Multi-Speaker Data Collection, Enhanced Transcription and Cross-Speaker Evaluation