A. Orlovskyi

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

A five-level taxonomy of large language model interpretation methods is proposed, covering the range from the analysis of individual neuron activations to behavioral testing at the level of complete textual outputs, and it is demonstrated that proper probability calibration is a necessary prerequisite for the practical...

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