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Aleksei Goncharov

2 accepted papers

2024

Leveraging Summarization for Unsupervised Dialogue Topic Segmentation

NAACL 2024findings

Traditional approaches to dialogue segmentation perform reasonably well on synthetic or written dialogues but suffer when dealing with spoken, noisy dialogs. In addition, such methods require careful tuning of hyperparameters. We propose to leverage a novel approach that is based on dialogue summari…

2024

On the Way to Lossless Compression of Language Transformers: Exploring Cross-Domain Properties of Quantization

COLING 2024main

Modern Transformers achieved impressive results on various Natural Language Processing tasks over the last few years. The one downside of this success is the size of these models. Huge capacity, which sometimes surpasses billions of parameters, improves generalization abilities, but makes it difficu…