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Serhii Havrylov

2 accepted papers

2022

Trans-Encoder: Unsupervised sentence-pair modelling through self- and mutual-distillations

ICLR 2022poster

In NLP, a large volume of tasks involve pairwise comparison between two sequences (e.g. sentence similarity and paraphrase identification). Predominantly, two formulations are used for sentence-pair tasks: bi-encoders and cross-encoders. Bi-encoders produce fixed-dimensional sentence representations…

2017

Emergence of Language with Multi-agent Games: Learning to Communicate with Sequences of Symbols

NeurIPS 2017poster

Learning to communicate through interaction, rather than relying on explicit supervision, is often considered a prerequisite for developing a general AI. We study a setting where two agents engage in playing a referential game and, from scratch, develop a communication protocol necessary to succeed…

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