title: ÐÑÑÐ»ÐµÐ´Ð¾Ð²Ð°Ð½Ð¸Ðµ Ð¸ ÑÐ°Ð·ÑÐ°Ð±Ð¾ÑÐºÐ° Ð¼ÐµÑÐ¾Ð´Ð¾Ð² Ð¸ Ð°Ð»Ð³Ð¾ÑÐ¸ÑÐ¼Ð¾Ð² Ð¿ÑÐ¸Ð¼ÐµÐ½ÐµÐ½Ð¸Ñ ÑÐ·ÑÐºÐ¾Ð²ÑÑ Ð¼Ð¾Ð´ÐµÐ»ÐµÐ¹ Ð´Ð»Ñ Ð¾ÑÐµÐ½ÐºÐ¸ ÑÑÐ¾Ð²Ð½Ñ Ð½Ð¾Ð²Ð¸Ð·Ð½Ñ Ð¿Ð°ÑÐµÐ½ÑÐ½ÑÑ Ð·Ð°ÑÐ²Ð¾Ðº
title: Ð²ÑÐ¿ÑÑÐºÐ½Ð°Ñ ÐºÐ²Ð°Ð»Ð¸ÑÐ¸ÐºÐ°ÑÐ¸Ð¾Ð½Ð½Ð°Ñ ÑÐ°Ð±Ð¾ÑÐ° Ð¼Ð°Ð³Ð¸ÑÑÑÐ°
titleType: Subtitle
title: Research and development of methods and algorithms for using language models to assess the level of novelty of patent applications
Creators: name: Ð¡ÑÑÐ¾ÐµÐ²Ð°, ÐÐ¾Ð»Ð¸Ð½Ð°
Publisher: name: Ð¡Ð°Ð½ÐºÑ-ÐÐµÑÐµÑÐ±ÑÑÐ³ÑÐºÐ¸Ð¹ Ð¿Ð¾Ð»Ð¸ÑÐµÑÐ½Ð¸ÑÐµÑÐºÐ¸Ð¹ ÑÐ½Ð¸Ð²ÐµÑÑÐ¸ÑÐµÑ ÐÐµÑÑÐ° ÐÐµÐ»Ð¸ÐºÐ¾Ð³Ð¾
Year: 2024
Subjects: ÑÐ·ÑÐºÐ¾Ð²ÑÐµ Ð¼Ð¾Ð´ÐµÐ»Ð¸
Ð½Ð¾Ð²Ð¸Ð·Ð½Ð° Ð¿Ð°ÑÐµÐ½ÑÐ½ÑÑ Ð·Ð°ÑÐ²Ð¾Ðº
Ð¼Ð°ÑÐ¸Ð½Ð½Ð¾Ðµ Ð¾Ð±ÑÑÐµÐ½Ð¸Ðµ
Ð¿Ð°ÑÐµÐ½ÑÐ½ÑÐ¹ Ð¿Ð¾Ð¸ÑÐº
language models
novelty of patent applications
machine learning
patent search

description: Ð¢ÐµÐ¼Ð° Ð²ÑÐ¿ÑÑÐºÐ½Ð¾Ð¹ ÐºÐ²Ð°Ð»Ð¸ÑÐ¸ÐºÐ°ÑÐ¸Ð¾Ð½Ð½Ð¾Ð¹ ÑÐ°Ð±Ð¾ÑÑ: Â«ÐÑÑÐ»ÐµÐ´Ð¾Ð²Ð°Ð½Ð¸Ðµ Ð¸ ÑÐ°Ð·ÑÐ°Ð±Ð¾ÑÐºÐ° Ð¼ÐµÑÐ¾Ð´Ð¾Ð² Ð¸ Ð°Ð»Ð³Ð¾ÑÐ¸ÑÐ¼Ð¾Ð² Ð¿ÑÐ¸Ð¼ÐµÐ½ÐµÐ½Ð¸Ñ ÑÐ·ÑÐºÐ¾Ð²ÑÑ Ð¼Ð¾Ð´ÐµÐ»ÐµÐ¹ Ð´Ð»Ñ Ð¾ÑÐµÐ½ÐºÐ¸ ÑÑÐ¾Ð²Ð½Ñ Ð½Ð¾Ð²Ð¸Ð·Ð½Ñ Ð¿Ð°ÑÐµÐ½ÑÐ½ÑÑ Ð·Ð°ÑÐ²Ð¾ÐºÂ». ÐÐ°Ð½Ð½Ð°Ñ ÑÐ°Ð±Ð¾ÑÐ° Ð¿Ð¾ÑÐ²ÑÑÐµÐ½Ð° Ð¸ÑÑÐ»ÐµÐ´Ð¾Ð²Ð°Ð½Ð¸Ñ Ð¸ ÑÐ°Ð·ÑÐ°Ð±Ð¾ÑÐºÐµ Ð¼ÐµÑÐ¾Ð´Ð¾Ð² Ð¸ Ð°Ð»Ð³Ð¾ÑÐ¸ÑÐ¼Ð¾Ð² Ð¿ÑÐ¸Ð¼ÐµÐ½ÐµÐ½Ð¸Ñ ÑÐ·ÑÐºÐ¾Ð²ÑÑ Ð¼Ð¾Ð´ÐµÐ»ÐµÐ¹ Ð´Ð»Ñ Ð¾ÑÐµÐ½ÐºÐ¸ ÑÑÐ¾Ð²Ð½Ñ Ð½Ð¾Ð²Ð¸Ð·Ð½Ñ Ð¿Ð°ÑÐµÐ½ÑÐ½ÑÑ Ð·Ð°ÑÐ²Ð¾Ðº. ÐÐ°Ð´Ð°ÑÐ¸, ÐºÐ¾ÑÐ¾ÑÑÐµ ÑÐµÑÐ°Ð»Ð¸ÑÑ Ð² ÑÐ¾Ð´Ðµ Ð¸ÑÑÐ»ÐµÐ´Ð¾Ð²Ð°Ð½Ð¸Ñ: 1. ÐÐ·ÑÑÐµÐ½Ð¸Ðµ Ð¾ÑÐ¾Ð±ÐµÐ½Ð½Ð¾ÑÑÐ¸ ÑÐ°Ð±Ð¾ÑÑ Ñ Ð´Ð°Ð½Ð½ÑÐ¼Ð¸ Ð² Ð¾Ð±Ð»Ð°ÑÑÐ¸ Ð¿Ð°ÑÐµÐ½ÑÐ½ÑÑ ÑÐµÐºÑÑÐ¾Ð². 2. ÐÑÑÐ²Ð»ÐµÐ½Ð¸Ðµ Ð½Ð°Ð¸Ð±Ð¾Ð»ÐµÐµ Ð¿Ð¾Ð´ÑÐ¾Ð´ÑÑÐ¸Ñ Ð¼Ð¾Ð´ÐµÐ»ÐµÐ¹ Ð´Ð»Ñ Ð¸ÑÐ¿Ð¾Ð»ÑÐ·Ð¾Ð²Ð°Ð½Ð¸Ñ. 3. Ð¡Ð±Ð¾Ñ Ð¸ Ð¿Ð¾Ð´Ð³Ð¾ÑÐ¾Ð²ÐºÐ° Ð´Ð°Ð½Ð½ÑÑ Ð´Ð»Ñ Ð¿ÑÐ¾Ð²ÐµÐ´ÐµÐ½Ð¸Ðµ ÑÐºÑÐ¿ÐµÑÐ¸Ð¼ÐµÐ½ÑÐ°. 4. Ð Ð°Ð·ÑÐ°Ð±Ð¾ÑÐºÐ° Ð¿ÑÐ¾ÑÐ¾ÑÐ¸Ð¿Ð° Ð°Ð»Ð³Ð¾ÑÐ¸ÑÐ¼Ð° Ð´Ð»Ñ Ð´ÐµÑÐµÐºÑÐ¸ÑÐ¾Ð²Ð°Ð½Ð¸Ñ ÑÑÐ¾Ð²Ð½Ñ Ð½Ð¾Ð²Ð¸Ð·Ð½Ñ Ð¿Ð°ÑÐµÐ½ÑÐ½Ð¾Ð¹ Ð·Ð°ÑÐ²ÐºÐ¸. Ð Ð°Ð±Ð¾ÑÐ° Ð¿ÑÐ¾Ð²ÐµÐ´ÐµÐ½Ð° Ñ Ð¸ÑÐ¿Ð¾Ð»ÑÐ·Ð¾Ð²Ð°Ð½Ð¸ÐµÐ¼ Ð´Ð°Ð½Ð½ÑÑ Ð¿ÑÐµÐ´Ð¾ÑÑÐ°Ð²Ð»ÐµÐ½Ð½ÑÑ Ð¤ÐÐÐ¡. ÐÐ°Ð½Ð½ÑÐµ ÑÐ¾Ð´ÐµÑÐ¶Ð°Ð»Ð¸ Ð¿Ð°ÑÐµÐ½ÑÐ½ÑÐµ Ð·Ð°ÑÐ²ÐºÐ¸ Ð² ÑÐ¾ÑÐ¼Ð°ÑÐµ st.96. ÐÑÐ»Ð¸ Ð¿ÑÐ¾Ð°Ð½Ð°Ð»Ð¸Ð·Ð¸ÑÐ¾Ð²Ð°Ð½Ñ Ð¼Ð¾Ð´ÐµÐ»Ð¸ Ð²ÑÑÑÐµÑÐ°ÑÑÐ¸ÐµÑÑ Ð² Ð¸ÑÑÐ»ÐµÐ´Ð¾Ð²Ð°Ð½Ð¸ÑÑ Ð´Ð°Ð½Ð½Ð¾Ð¹ Ð¾Ð±Ð»Ð°ÑÑÐ¸. ÐÐ¾ ÑÐµÐ·ÑÐ»ÑÑÐ°ÑÐ°Ð¼ Ð°Ð½Ð°Ð»Ð¸Ð·Ð° Ð²ÑÐ±ÑÐ°Ð½Ð° ÑÐ°Ð¼Ð°Ñ Ð¿Ð¾Ð´ÑÐ¾Ð´ÑÑÐ°Ñ Ð¼Ð¾Ð´ÐµÐ»Ñ Ð¸ Ð¿Ð¾ÑÑÑÐ¾ÐµÐ½ Ð¿ÑÐ¾Ð³ÑÐ°Ð¼Ð¼Ð½ÑÐ¹ Ð¿ÑÐ¾ÑÐ¾ÑÐ¸Ð¿, Ð¿Ð¾Ð·Ð²Ð¾Ð»ÑÑÑÐ¸Ð¹ Ð¿Ð¾Ð»ÑÑÐ¸ÑÑ Ð´Ð¾ÑÑÐ°ÑÐ¾ÑÐ½Ð¾ Ð·Ð½Ð°ÑÐ¸Ð¼ÑÐµ ÑÐµÐ·ÑÐ»ÑÑÐ°ÑÑ Ð´Ð»Ñ Ð¿ÑÐ¾ÑÐµÑÑÐ° Ð¾Ð¿ÑÐµÐ´ÐµÐ»ÐµÐ½Ð¸Ñ Ð½Ð¾Ð²Ð¸Ð·Ð½Ñ Ð¿Ð°ÑÐµÐ½ÑÐ½Ð¾Ð¹ Ð·Ð°ÑÐ²ÐºÐ¸.
description: The subject of the graduate qualification work is âResearch and development of methods and algorithms for using language models to assess the level of novelty of patent applications.â This work is devoted to the research and development of methods and algorithms for using language models to assess the level of novelty of patent applications. The research set the following goals: 1. Studying the features of working with data in the field of patent texts. 2. Identifying the most suitable models to use. 3. Collection and preparation of data for the experiment. 4. Development of a prototype algorithm for detecting the level of novelty of a patent application. The work was carried out using data provided by FIPS. The data contained patent applications in st.96 format. Models found in research in this area were analyzed. Based on the results of the analysis, the most suitable model was selected and a software prototype was built, which allows obtaining fairly significant results for the process of determining the novelty of a patent application.