diff --git a/bibliography/references.tex b/bibliography/references.tex
index c22c7f2..010544c 100644
--- a/bibliography/references.tex
+++ b/bibliography/references.tex
@@ -3,7 +3,7 @@
   \bibitem{human-wer}
   \textit{Lippmann R. P.} Speech recognition by machines and humans [Текст] // Speech communication. – 1997. – Т. 22. – №. 1. – С. 1-15.
   \bibitem{whisper}
-  \textit{Radford A. et al.} Robust speech recognition via large-scale weak supervision [Текст] // arXiv preprint arXiv:2212.04356. – 2022.
+  \textit{Radford A. et al.} Robust speech recognition via large-scale weak supervision [Электронный ресурс]. -- URL: \url{https://arxiv.org/pdf/2212.04356.pdf} (дата обр. 11.06.2023)
   \bibitem{state-of-gpt}
   \textit{Karpathy A.} State of GPT [Электронный ресурс]. -- URL: \url{https://karpathy.ai/stateofgpt.pdf} (дата обр. 11.06.2023)
   \bibitem{transformer-paper}
@@ -11,29 +11,29 @@
   \bibitem{backprop-theory}
   \textit{Hecht-Nielsen R.} Theory of the backpropagation neural network [Текст] // Neural networks for perception. – Academic Press, 1992. – С. 65-93.
   \bibitem{optimizers-paper}
-  \textit{Ruder S.} An overview of gradient descent optimization algorithms [Текст] // arXiv preprint arXiv:1609.04747. – 2016.
+  \textit{Ruder S.} An overview of gradient descent optimization algorithms [Электронный ресурс]. -- URL: \url{https://arxiv.org/pdf/1609.04747.pdf} (дата обр. 11.06.2023)
   \bibitem{adafactor-paper}
   \textit{Shazeer N., Stern M.} Adafactor: Adaptive learning rates with sublinear memory cost [Текст] // International Conference on Machine Learning. – PMLR, 2018. – С. 4596-4604.
   \bibitem{word2vec-paper}
-  \textit{Mikolov T. et al.} Efficient estimation of word representations in vector space [Текст] // arXiv preprint arXiv:1301.3781. – 2013.
+  \textit{Mikolov T. et al.} Efficient estimation of word representations in vector space [Электронный ресурс]. -- URL: \url{https://arxiv.org/pdf/1301.3781.pdf} (дата обр. 11.06.2023)
   \bibitem{bpe-paper}
-  \textit{Sennrich R., Haddow B., Birch A.} Neural machine translation of rare words with subword units [Текст] // arXiv preprint arXiv:1508.07909. – 2015.
+  \textit{Sennrich R., Haddow B., Birch A.} Neural machine translation of rare words with subword units [Электронный ресурс]. -- URL: \url{https://arxiv.org/pdf/1508.07909.pdf} (дата обр. 11.06.2023)
   \bibitem{gpt-paper}
-  \textit{Radford A. et al.} Improving language understanding by generative pre-training. – 2018.
+  \textit{Radford A. et al.} Improving language understanding by generative pre-training [Электронный ресурс].  -- URL: \url{https://www.cs.ubc.ca/~amuham01/LING530/papers/radford2018improving.pdf} (дата обр. 11.06.2023)
   \bibitem{t5-paper}
   \textit{Raffel C. et al.} Exploring the limits of transfer learning with a unified text-to-text transformer [Текст] // The Journal of Machine Learning Research. – 2020. – Т. 21. – №. 1. – С. 5485-5551.
   \bibitem{bert-paper}
-  \textit{Devlin J. et al.} Bert: Pre-training of deep bidirectional transformers for language understanding [Текст] // arXiv preprint arXiv:1810.04805. – 2018.
+  \textit{Devlin J. et al.} Bert: Pre-training of deep bidirectional transformers for language understanding [Электронный ресурс]. -- URL: \url{https://arxiv.org/pdf/1810.04805.pdf} (дата обр. 11.06.2023)
   \bibitem{chatgpt-docs}
   Документация ChatGPT [Электронный ресурс]. -- URL: \url{https://openai.com/blog/chatgpt} (дата обр. 06.06.2023)
   \bibitem{llama-paper}
-  \textit{Touvron H. et al.} Llama: Open and efficient foundation language models [Текст] // arXiv preprint arXiv:2302.13971. – 2023.
+  \textit{Touvron H. et al.} Llama: Open and efficient foundation language models [Электронный ресурс]. -- URL: \url{https://arxiv.org/pdf/2302.13971.pdf}
   \bibitem{alpaca-docs}
   Документация Alpaca [Электронный ресурс]. -- URL: \url{https://crfm.stanford.edu/2023/03/13/alpaca.html} (дата обр. 06.06.2023)
   \bibitem{flan-paper}
-  \textit{Chung H. W. et al.} Scaling instruction-finetuned language models [Текст] // arXiv preprint arXiv:2210.11416. – 2022.
+  \textit{Chung H. W. et al.} Scaling instruction-finetuned language models [Электронный ресурс]. -- URL: \url{https://arxiv.org/pdf/2210.11416.pdf} (дата обр. 11.06.2023)
   \bibitem{sentencepiece-paper}
-  \textit{Kudo T., Richardson J.} Sentencepiece: A simple and language independent subword tokenizer and detokenizer for neural text processing [Текст] // arXiv preprint arXiv:1808.06226. – 2018.
+  \textit{Kudo T., Richardson J.} Sentencepiece: A simple and language independent subword tokenizer and detokenizer for neural text processing [Электронный ресурс]. -- URL: \url{https://arxiv.org/pdf/1808.06226.pdf} (дата обр. 11.06.2023)
   \bibitem{python-lang-site}
   Официальный сайт языка программирования Python [Электронный ресурс]. -- URL: \url{https://www.python.org/} (дата обр. 16.06.2023)
   \bibitem{cpp-docs}
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