{"id":25939,"date":"2023-02-10T00:00:00","date_gmt":"2023-02-09T20:00:00","guid":{"rendered":"https:\/\/bankofgeorgia.ge\/blog\/siakhleebi\/rogor-dasrulda-data-challenge-s-meore-s\/"},"modified":"2026-01-27T17:34:11","modified_gmt":"2026-01-27T13:34:11","slug":"rogor-dasrulda-data-challenge-s-meore-s","status":"publish","type":"post","link":"https:\/\/bankofgeorgia.ge\/blog\/biznesi\/inovaciebi-da-startapebi\/rogor-dasrulda-data-challenge-s-meore-s\/","title":{"rendered":"Data Challenge-\u10d8\u10e1 \u10e2\u10e0\u10d8\u10e3\u10db\u10e4\u10d8: \u10e0\u10d0 \u10d2\u10d5\u10d4\u10da\u10d8\u10e1 \u10db\u10dd\u10dc\u10d0\u10ea\u10d4\u10db\u10d7\u10d0 \u10e1\u10d0\u10db\u10e7\u10d0\u10e0\u10dd\u10e8\u10d8?"},"content":{"rendered":"<p>Data Challenge \u10e1\u10d0\u10e5\u10d0\u10e0\u10d7\u10d5\u10d4\u10da\u10dd\u10e1 \u10d1\u10d0\u10dc\u10d9\u10d8\u10e1 \u10db\u10d8\u10d4\u10e0 \u10db\u10dd\u10dc\u10d0\u10ea\u10d4\u10db\u10d7\u10d0 \u10db\u10d8\u10db\u10d0\u10e0\u10d7\u10e3\u10da\u10d4\u10d1\u10d8\u10d7 \u10ec\u10d0\u10db\u10dd\u10ec\u10e7\u10d4\u10d1\u10e3\u10da\u10d8 \u10de\u10e0\u10dd\u10d4\u10e5\u10e2\u10d8\u10d0, \u10e0\u10dd\u10db\u10d4\u10da\u10d8\u10ea \u10d0\u10db\u10d0\u10d5\u10d4 \u10e1\u10d4\u10e5\u10e2\u10dd\u10e0\u10d8\u10e1 \u10d2\u10d0\u10dc\u10d5\u10d8\u10d7\u10d0\u10e0\u10d4\u10d1\u10d0\u10e1 \u10d3\u10d0 \u10e1\u10e4\u10d4\u10e0\u10dd\u10d7\u10d8 \u10d3\u10d0\u10d8\u10dc\u10e2\u10d4\u10e0\u10d4\u10e1\u10d4\u10d1\u10e3\u10da\u10d8 \u10d0\u10d3\u10d0\u10db\u10d8\u10d0\u10dc\u10d4\u10d1\u10d8\u10e1 \u10d0\u10e6\u10db\u10dd\u10e9\u10d4\u10dc\u10d0\u10e1 \u10e3\u10ec\u10e7\u10dd\u10d1\u10e1 \u10ee\u10d4\u10da\u10e1.<\/p>\n<p>\u10e0\u10dd\u10d2\u10dd\u10e0\u10ea \u10ec\u10d4\u10e1\u10d8, Data Challenge-\u10d8\u10e1 \u10e8\u10d4\u10ef\u10d8\u10d1\u10e0\u10d8\u10e1 \u10e4\u10d0\u10e0\u10d2\u10da\u10d4\u10d1\u10e8\u10d8, \u10db\u10dd\u10dc\u10d0\u10ec\u10d8\u10da\u10d4\u10d4\u10d1\u10e1 \u10e8\u10d4\u10e1\u10d0\u10eb\u10da\u10d4\u10d1\u10da\u10dd\u10d1\u10d0 \u10d4\u10eb\u10da\u10d4\u10d5\u10d0\u10d7, \u10db\u10d0\u10e0\u10e2\u10dd, \u10d0\u10dc \u10d2\u10e3\u10dc\u10d3\u10d7\u10d0\u10dc \u10d4\u10e0\u10d7\u10d0\u10d3 \u10e9\u10d0\u10d4\u10e0\u10d7\u10dd\u10dc \u10d9\u10dd\u10dc\u10d9\u10e3\u10e0\u10e1\u10e8\u10d8, \u10e8\u10d4\u10d0\u10e1\u10e0\u10e3\u10da\u10dd\u10dc \u10db\u10dd\u10ea\u10d4\u10db\u10e3\u10da\u10d8 \u10d3\u10d0\u10d5\u10d0\u10da\u10d4\u10d1\u10d0 \u10d3\u10d0 \u10d2\u10d0\u10db\u10d0\u10e0\u10ef\u10d5\u10d4\u10d1\u10d8\u10e1 \u10e8\u10d4\u10db\u10d7\u10ee\u10d5\u10d4\u10d5\u10d0\u10e8\u10d8 \u10db\u10dd\u10d8\u10d2\u10dd\u10dc \u10e4\u10e3\u10da\u10d0\u10d3\u10d8 \u10de\u10e0\u10d8\u10d6\u10d8.<\/p>\n<p>\u10e1\u10d0\u10e5\u10d0\u10e0\u10d7\u10d5\u10d4\u10da\u10dd\u10e1 \u10d1\u10d0\u10dc\u10d9\u10db\u10d0 \u10d0\u10e5\u10d0\u10db\u10d3\u10d4 \u10ec\u10d0\u10e0\u10db\u10d0\u10e2\u10d4\u10d1\u10d8\u10d7 \u10e9\u10d0\u10d0\u10e2\u10d0\u10e0\u10d0 \u10e8\u10d4\u10ef\u10d8\u10d1\u10e0\u10d8\u10e1 \u10d4\u10e0\u10d7\u10d8 \u10e1\u10d4\u10e0\u10d8\u10d0, \u10ee\u10dd\u10da\u10dd \u10db\u10d4\u10dd\u10e0\u10d4 \u10e1\u10d4\u10e0\u10d8\u10d0 \u10d9\u10d8 \u10e1\u10e3\u10da \u10d0\u10ee\u10da\u10d0\u10ee\u10d0\u10dc \u10d3\u10d0\u10e1\u10e0\u10e3\u10da\u10d3\u10d0.<\/p>\n<p>\u10d9\u10dd\u10dc\u10d9\u10e3\u10e0\u10e1\u10e8\u10d8 80-\u10db\u10d0 \u10d2\u10e3\u10dc\u10d3\u10db\u10d0 \u10db\u10d8\u10d8\u10e6\u10dd \u10db\u10dd\u10dc\u10d0\u10ec\u10d8\u10da\u10d4\u10dd\u10d1\u10d0, \u10e0\u10dd\u10db\u10d4\u10da\u10d7\u10d0\u10d2\u10d0\u10dc\u10d0\u10ea \u10db\u10d4\u10dd\u10e0\u10d4 \u10d4\u10e2\u10d0\u10de\u10d6\u10d4 21 \u10d2\u10e3\u10dc\u10d3\u10d8 \u10d2\u10d0\u10d3\u10d0\u10d5\u10d8\u10d3\u10d0. \u10d4\u10e1 \u10d2\u10e3\u10dc\u10d3\u10d4\u10d1\u10d8 \u10d9\u10d8 \u10d4\u10e0\u10d7\u10d8 \u10d7\u10d5\u10d8\u10e1 \u10d2\u10d0\u10dc\u10db\u10d0\u10d5\u10da\u10dd\u10d1\u10d0\u10e8\u10d8 \u10d8\u10dc\u10dd\u10d5\u10d0\u10ea\u10d8\u10e3\u10e0\u10d8 \u10db\u10d4\u10e2\u10e7\u10d5\u10d4\u10da\u10d4\u10d1\u10d8\u10e1 \u10e2\u10d4\u10e5\u10dc\u10dd\u10da\u10dd\u10d2\u10d8\u10d8\u10e1 \u10e8\u10d4\u10e5\u10db\u10dc\u10d0\u10d6\u10d4 \u10db\u10e3\u10e8\u10d0\u10dd\u10d1\u10d3\u10dc\u10d4\u10dc, \u10e0\u10dd\u10db\u10d4\u10da\u10d8\u10ea \u10db\u10dd\u10db\u10ee\u10db\u10d0\u10e0\u10d4\u10d1\u10da\u10d8\u10e1 \u10d3\u10d0\u10db\u10dd\u10d9\u10d8\u10d3\u10d4\u10d1\u10e3\u10da\u10d4\u10d1\u10d8\u10e1 \u10d8\u10d3\u10d4\u10dc\u10e2\u10d8\u10e4\u10d8\u10ea\u10d8\u10e0\u10d4\u10d1\u10d8\u10e1\u10d7\u10d5\u10d8\u10e1\u10d0\u10d0 \u10e1\u10d0\u10ed\u10d8\u10e0\u10dd.<\/p>\n<p>\u10e1\u10d0\u10d1\u10dd\u10da\u10dd\u10dd\u10d3, 6 \u10d7\u10d4\u10d1\u10d4\u10e0\u10d5\u10d0\u10da\u10e1, \u10d3\u10d0\u10ef\u10d8\u10da\u10d3\u10dd\u10d4\u10d1\u10d8\u10e1 \u10ea\u10d4\u10e0\u10d4\u10db\u10dd\u10dc\u10d8\u10d0\u10d6\u10d4 Data Challenge-\u10db\u10d0 \u10e1\u10d0\u10db\u10d8 \u10d2\u10d0\u10db\u10d0\u10e0\u10ef\u10d5\u10d4\u10d1\u10e3\u10da\u10d8 \u10d2\u10d0\u10db\u10dd\u10d0\u10d5\u10da\u10d8\u10dc\u10d0:<\/p>\n<p><strong>I \u10d0\u10d3\u10d2\u10d8\u10da\u10d8\u10e1<\/strong> \u10db\u10e4\u10da\u10dd\u10d1\u10d4\u10da\u10d8 \u10d2\u10d0\u10ee\u10d3\u10d0 CharliesAngels (\u10dc\u10d8\u10d9\u10d0 \u10da\u10dd\u10e1\u10d0\u10d1\u10d4\u10e0\u10d8\u10eb\u10d4, \u10d0\u10da\u10d4\u10e5\u10e1\u10d0\u10dc\u10d3\u10e0\u10d4 \u10d0\u10d6\u10d8\u10d6\u10d8\u10d0\u10dc\u10d8, \u10dc\u10d8\u10dc\u10dd \u10d0\u10da\u10d0\u10dc\u10d8\u10d0) \u10d3\u10d0 \u10d2\u10d0\u10d3\u10d0\u10d4\u10ea\u10d0 30 000 \u10da\u10d0\u10e0\u10d8.<\/p>\n<p><strong>II \u10d0\u10d3\u10d2\u10d8\u10da\u10d8<\/strong> \u10d3\u10d0\u10d8\u10d9\u10d0\u10d5\u10d0 N3-\u10db\u10d0 (\u10dc\u10d8\u10d9\u10d0 \u10d3\u10dd\u10e6\u10dd\u10dc\u10d0\u10eb\u10d4, \u10dc\u10d8\u10d9\u10d0 \u10e9\u10ee\u10d0\u10e0\u10e2\u10d8\u10e8\u10d5\u10d8\u10da\u10d8, \u10dc\u10d8\u10dc\u10dd \u10d1\u10d0\u10e1\u10d8\u10da\u10d0\u10d8\u10d0) \u10d3\u10d0 \u10db\u10dd\u10d8\u10de\u10dd\u10d5\u10d0 15 000 \u10da\u10d0\u10e0\u10d8.<\/p>\n<p><strong>III \u10d0\u10d3\u10d2\u10d8\u10da\u10d8<\/strong> \u10d9\u10d8 \u10d3\u10d0\u10d8\u10d9\u10d0\u10d5\u10d0 Synapse NLP-\u10db\u10d0 (\u10d2\u10e3\u10e0\u10d0\u10db\u10d8 \u10e5\u10d4\u10e0\u10d4\u10ed\u10d0\u10e8\u10d5\u10d8\u10da\u10d8, \u10dc\u10d8\u10d9\u10d0 \u10dc\u10d8\u10df\u10d0\u10e0\u10d0\u10eb\u10d4, \u10d4\u10e0\u10d4\u10d9\u10da\u10d4 \u10e8\u10d8\u10e8\u10dc\u10d8\u10d0\u10e8\u10d5\u10d8\u10da\u10d8), \u10e0\u10dd\u10db\u10d4\u10da\u10d8\u10ea 5 000 \u10da\u10d0\u10e0\u10d8\u10d7 \u10d3\u10d0\u10ef\u10d8\u10da\u10d3\u10dd\u10d5\u10d3\u10d0.<\/p>\n<p>\u10e0\u10dd\u10d2\u10dd\u10e0 \u10d8\u10db\u10e3\u10e8\u10d0\u10d5\u10d4\u10e1 \u10d3\u10d0\u10e1\u10d0\u10ee\u10e3\u10da \u10d0\u10db\u10dd\u10ea\u10d0\u10dc\u10d0\u10d6\u10d4 \u10d2\u10e3\u10dc\u10d3\u10d4\u10d1\u10db\u10d0 \u10d3\u10d0 \u10e0\u10d0 \u10ec\u10d8\u10dc\u10d0\u10e6\u10dd\u10d1\u10d4\u10d1\u10d8 \u10e8\u10d4\u10ee\u10d5\u10d3\u10d0\u10d7 \u10db\u10d0\u10d7 \u10db\u10e3\u10e8\u10d0\u10dd\u10d1\u10d8\u10e1 \u10de\u10e0\u10dd\u10ea\u10d4\u10e1\u10e8\u10d8? \u10d0\u10db \u10d3\u10d0 \u10e1\u10ee\u10d5\u10d0 \u10db\u10dc\u10d8\u10e8\u10d5\u10dc\u10d4\u10da\u10dd\u10d5\u10d0\u10dc \u10d7\u10d4\u10db\u10d4\u10d1\u10d6\u10d4 \u10d2\u10d0\u10db\u10d0\u10e0\u10ef\u10d5\u10d4\u10d1\u10e3\u10da\u10d4\u10d1\u10d7\u10d0\u10dc \u10d2\u10d0\u10e1\u10d0\u10e3\u10d1\u10e0\u10d4\u10d1\u10d0 \u10d2\u10d0\u10d3\u10d0\u10d5\u10ec\u10e7\u10d5\u10d8\u10e2\u10d4\u10d7:<\/p>\n<p><em><strong>&#8211; \u10d2\u10d5\u10d8\u10d0\u10db\u10d1\u10d4\u10d7 \u10d7\u10e5\u10d5\u10d4\u10dc \u10db\u10d8\u10d4\u10e0 \u10e8\u10d4\u10db\u10e3\u10e8\u10d0\u10d5\u10d4\u10d1\u10e3\u10da \u10d2\u10d0\u10d3\u10d0\u10ec\u10e7\u10d5\u10d4\u10e2\u10d0\u10d6\u10d4..<\/strong><\/em><\/p>\n<p><strong>CharliesAngels<\/strong>: \u10e9\u10d5\u10d4\u10dc\u10d8 \u10d2\u10d0\u10d3\u10d0\u10ec\u10e7\u10d5\u10d4\u10e2\u10d0 \u10d3\u10d0\u10e4\u10e3\u10eb\u10dc\u10d4\u10d1\u10e3\u10da\u10d8\u10d0 supervised learning-\u10d6\u10d4, \u10e0\u10d0\u10ea \u10d2\u10e3\u10da\u10d8\u10e1\u10ee\u10db\u10dd\u10d1\u10e1 \u10db\u10dd\u10dc\u10d0\u10ea\u10d4\u10db\u10d4\u10d1\u10d8\u10e1 \u10d3\u10d0\u10ed\u10d3\u10d4\u10d5\u10d4\u10d1\u10d0\u10e1, \u10e0\u10dd\u10db\u10da\u10d8\u10e1 \u10e1\u10d0\u10e8\u10e3\u10d0\u10da\u10d4\u10d1\u10d8\u10d7\u10d0\u10ea \u10e8\u10d4\u10e1\u10d0\u10d1\u10d0\u10db\u10d8\u10e1\u10d0\u10d3 \u10d0\u10ec\u10e7\u10dd\u10d1\u10d8\u10da\u10d8 \u10db\u10dd\u10d3\u10d4\u10da\u10d8 \u10d8\u10e1\u10ec\u10d0\u10d5\u10da\u10d8\u10e1 \u10db\u10dd\u10ea\u10d4\u10db\u10e3\u10da\u10d8 \u10d0\u10db\u10dd\u10ea\u10d0\u10dc\u10d8\u10e1 \u10d0\u10db\u10dd\u10ee\u10e1\u10dc\u10d0\u10e1, \u10d0\u10db \u10e8\u10d4\u10db\u10d7\u10ee\u10d5\u10d4\u10d5\u10d0\u10e8\u10d8, \u10e2\u10d4\u10e5\u10e1\u10e2\u10d8\u10e1 \u10d9\u10da\u10d0\u10e1\u10d8\u10e4\u10d8\u10d9\u10d0\u10ea\u10d8\u10d0\u10e1. \u10d0\u10d5\u10d0\u10ec\u10e7\u10d4\u10d7 \u10db\u10d0\u10e0\u10e2\u10d8\u10d5\u10d8 \u10e1\u10d0\u10d8\u10e2\u10d8, \u10e1\u10d0\u10d3\u10d0\u10ea \u10d3\u10d0\u10ed\u10d3\u10d4\u10d5\u10d4\u10d1\u10d0 \u10e3\u10e4\u10e0\u10dd \u10db\u10d0\u10e0\u10e2\u10d8\u10d5\u10d0\u10d3 \u10d3\u10d0 \u10e1\u10ec\u10e0\u10d0\u10e4\u10d0\u10d3 \u10d8\u10e7\u10dd \u10e8\u10d4\u10e1\u10d0\u10eb\u10da\u10d4\u10d1\u10d4\u10da\u10d8, \u10e8\u10d4\u10d5\u10d0\u10d2\u10e0\u10dd\u10d5\u10d4\u10d7 \u10d3\u10d0\u10d0\u10ee\u10da\u10dd\u10d4\u10d1\u10d8\u10d7 40,000 \u10ea\u10d0\u10da\u10d8 \u10d3\u10d0\u10da\u10d4\u10d8\u10d1\u10da\u10d4\u10d1\u10e3\u10da\u10d8 \u10d9\u10dd\u10db\u10d4\u10dc\u10e2\u10d0\u10e0\u10d8. \u10db\u10dd\u10d3\u10d4\u10da\u10d8\u10e1 \u10d2\u10d0\u10dc\u10e1\u10d0\u10d5\u10d8\u10d7\u10d0\u10e0\u10d4\u10d1\u10da\u10d0\u10d3 \u10d2\u10d0\u10db\u10dd\u10d5\u10d8\u10e7\u10d4\u10dc\u10d4\u10d7 fine-tuning \u10db\u10d8\u10d3\u10d2\u10dd\u10db\u10d0, \u10e0\u10d0\u10ea \u10d2\u10e3\u10da\u10d8\u10e1\u10ee\u10db\u10dd\u10d1\u10e1 \u10e3\u10d9\u10d5\u10d4 \u10d0\u10e0\u10e1\u10d4\u10d1\u10e3\u10da\u10d8 \u10e3\u10d6\u10d0\u10e0\u10db\u10d0\u10d6\u10d0\u10e0\u10d8 \u10d4\u10dc\u10dd\u10d5\u10d0\u10dc\u10d8 \u10db\u10dd\u10d3\u10d4\u10da\u10d4\u10d1\u10d8\u10e1 (\u10e0\u10dd\u10db\u10da\u10d4\u10d1\u10e1\u10d0\u10ea \u10d4\u10dc\u10d4\u10d1\u10d8\u10e1 \u10d6\u10dd\u10d2\u10d0\u10d3\u10d8 \u10d7\u10d5\u10d8\u10e1\u10d4\u10d1\u10d4\u10d1\u10d8 \u10e8\u10d4\u10e1\u10ec\u10d0\u10d5\u10da\u10d8\u10da\u10d8 \u10d0\u10e5\u10d5\u10e1) \u10d2\u10d0\u10d3\u10d0\u10ec\u10d5\u10e0\u10d7\u10dc\u10d0\u10e1 \u10d3\u10d0 \u10d9\u10dd\u10dc\u10d9\u10e0\u10d4\u10e2\u10e3\u10da \u10d0\u10db\u10dd\u10ea\u10d0\u10dc\u10d0\u10d6\u10d4 \u10db\u10dd\u10e0\u10d2\u10d4\u10d1\u10d0\u10e1. (\u10db\u10dd\u10d3\u10d4\u10da\u10d8 \u10e0\u10dd\u10db\u10d4\u10da\u10d8\u10ea \u10d2\u10d0\u10d3\u10d0\u10d5\u10ec\u10d5\u10e0\u10d7\u10d4\u10dc\u10d8\u10d7 xlm-roberta-large \u10e2\u10e0\u10d0\u10dc\u10e1\u10e4\u10dd\u10e0\u10db\u10d4\u10e0 \u10db\u10dd\u10d3\u10d4\u10da\u10d8 2.5TB 100 \u10e1\u10ee\u10d5\u10d0\u10d3\u10d0\u10e1\u10ee\u10d5\u10d0 \u10d4\u10dc\u10d8\u10d7 \u10e8\u10d4\u10db\u10d3\u10d2\u10d0\u10e0 \u10d8\u10dc\u10e2\u10d4\u10e0\u10dc\u10d4\u10e2 \u10db\u10dd\u10dc\u10d0\u10ea\u10d4\u10db\u10d4\u10d1\u10d6\u10d4\u10d0 \u10d2\u10d0\u10ec\u10d5\u10e0\u10d7\u10dc\u10d8\u10da\u10d8.<\/p>\n<p><strong>N3<\/strong>: \u10d9\u10dd\u10db\u10d4\u10dc\u10e2\u10d0\u10e0\u10d4\u10d1\u10d8\u10e1 \u10e1\u10d4\u10dc\u10e2\u10d8\u10db\u10d4\u10dc\u10e2\u10d8\u10e1 \u10d0\u10d5\u10e2\u10dd\u10db\u10d0\u10e2\u10e3\u10e0\u10d0\u10d3 \u10d9\u10da\u10d0\u10e1\u10d8\u10e4\u10d8\u10d9\u10d0\u10ea\u10d8\u10d8\u10e1\u10d7\u10d5\u10d8\u10e1,<br \/>\n\u10e9\u10d5\u10d4\u10dc \u10d2\u10d0\u10db\u10dd\u10d5\u10d8\u10e7\u10d4\u10dc\u10d4\u10d7 \u10db\u10e3\u10da\u10e2\u10d8\u10db\u10dd\u10d3\u10d0\u10da\u10e3\u10e0\u10d8 \u10db\u10d0\u10dc\u10e5\u10d0\u10dc\u10e3\u10e0\u10d8 \u10e1\u10ec\u10d0\u10d5\u10da\u10d4\u10d1\u10d8\u10e1 \u10db\u10dd\u10d3\u10d4\u10da\u10d8, \u10e0\u10dd\u10db\u10d4\u10da\u10d8\u10ea \u10db\u10d0\u10e5\u10e1\u10d8\u10db\u10d0\u10da\u10e3\u10e0\u10d0\u10d3 \u10d8\u10e7\u10d4\u10dc\u10d4\u10d1\u10d3\u10d0 \u10e7\u10d5\u10d4\u10da\u10d0\u10dc\u10d0\u10d8\u10e0 \u10d8\u10dc\u10e4\u10dd\u10e0\u10db\u10d0\u10ea\u10d8\u10d0\u10e1, \u10e0\u10d0\u10ea \u10e1\u10d0\u10e5\u10d0\u10e0\u10d7\u10d5\u10d4\u10da\u10dd\u10e1 \u10d1\u10d0\u10dc\u10d9\u10db\u10d0 \u10db\u10dd\u10d2\u10d5\u10d0\u10ec\u10dd\u10d3\u10d0. \u10d4\u10e1 \u10db\u10dd\u10d8\u10ea\u10d0\u10d5\u10e1 \u10de\u10dd\u10e1\u10e2\u10d8\u10e1\u10d0 \u10d3\u10d0 \u10d9\u10dd\u10db\u10d4\u10dc\u10e2\u10d0\u10e0\u10d8\u10e1 \u10e2\u10d4\u10e5\u10e1\u10e2\u10e1, \u10de\u10dd\u10e1\u10e2\u10d8\u10e1\u10d0 \u10d3\u10d0 \u10d9\u10dd\u10db\u10d4\u10dc\u10e2\u10d0\u10e0\u10d8\u10e1 \u10d2\u10d0\u10db\u10dd\u10e5\u10d5\u10d4\u10e7\u10dc\u10d4\u10d1\u10d8\u10e1 \u10d3\u10e0\u10dd\u10e1 \u10d3\u10d0 \u10d9\u10dd\u10db\u10d4\u10dc\u10e2\u10d0\u10e0\u10d6\u10d4 \u10db\u10dd\u10ec\u10dd\u10dc\u10d4\u10d1\u10d4\u10d1\u10d8\u10e1 (LIKE-\u10d1\u10d8\u10e1) \u10e0\u10d0\u10dd\u10d3\u10d4\u10dc\u10dd\u10d1\u10d0\u10e1.<\/p>\n<p><strong>SynapseNLP<\/strong>: \u10e9\u10d5\u10d4\u10dc\u10d8 \u10d2\u10d0\u10d3\u10d0\u10ec\u10e7\u10d5\u10d4\u10e2\u10d0, \u10de\u10d8\u10e0\u10d5\u10d4\u10da \u10e0\u10d8\u10d2\u10e8\u10d8, \u10d4\u10e4\u10e3\u10eb\u10dc\u10d4\u10d1\u10d0 \u10db\u10dd\u10dc\u10d0\u10ea\u10d4\u10db\u10d4\u10d1\u10d8\u10e1 \u10d3\u10d0\u10db\u10e3\u10e8\u10d0\u10d5\u10d4\u10d1\u10d0\u10e1, \u10db\u10d0\u10d7 \u10e8\u10dd\u10e0\u10d8\u10e1 \u10d0\u10e0\u10d0\u10e5\u10d0\u10e0\u10d7\u10e3\u10da\u10d0\u10d3 \u10d3\u10d0\u10ec\u10d4\u10e0\u10d8\u10da\u10d8 \u10d9\u10dd\u10db\u10d4\u10dc\u10d0\u10e2\u10d0\u10e0\u10d4\u10d1\u10d8\u10e1 \u10e2\u10e0\u10d0\u10dc\u10e1\u10da\u10d8\u10e2\u10d4\u10e0\u10d0\u10ea\u10d8\u10d0\u10e1 \u10e5\u10d0\u10e0\u10d7\u10e3\u10da\u10d0\u10d3. \u10e8\u10d4\u10db\u10d3\u10d4\u10d2, \u10d5\u10d8\u10e7\u10d4\u10dc\u10d4\u10d1\u10d7 \u10db\u10d0\u10e0\u10d7\u10da\u10ec\u10d4\u10e0\u10d8\u10e1 \u10e8\u10d4\u10db\u10db\u10dd\u10ec\u10db\u10d4\u10d1\u10d4\u10da \u10d0\u10da\u10d2\u10dd\u10e0\u10d8\u10d7\u10db\u10e1, \u10e0\u10dd\u10db\u10d4\u10da\u10d8\u10ea \u10ea\u10d3\u10d8\u10da\u10dd\u10d1\u10e1, \u10e2\u10e0\u10d0\u10dc\u10e1\u10da\u10d8\u10e2\u10d4\u10e0\u10d0\u10ea\u10d8\u10d8\u10d3\u10d0\u10dc \u10db\u10d8\u10e6\u10d4\u10d1\u10e3\u10da\u10d8 \u10d3\u10d0 \u10db\u10d0\u10e0\u10d7\u10da\u10ec\u10d4\u10e0\u10d8\u10d7\u10d8 \u10e8\u10d4\u10ea\u10d3\u10dd\u10db\u10d4\u10d1\u10d8 \u10d2\u10d0\u10db\u10dd\u10d0\u10e1\u10ec\u10dd\u10e0\u10dd\u10e1. \u10e1\u10d0\u10d1\u10dd\u10da\u10dd\u10dd\u10d3 \u10d9\u10d8, \u10d9\u10dd\u10db\u10d4\u10dc\u10e2\u10d0\u10e0\u10d4\u10d1\u10d8 \u10d8\u10dc\u10d2\u10da\u10d8\u10e1\u10e3\u10e0 \u10d4\u10dc\u10d0\u10d6\u10d4 \u10d8\u10d7\u10d0\u10e0\u10d2\u10db\u10dc\u10d4\u10d1\u10d0 \u10d3\u10d0 \u10d4.\u10ec \u10e3\u10d9\u10d5\u10d4 \u10d2\u10d0\u10ec\u10d5\u10e0\u10d7\u10dc\u10d8\u10da\u10d8 RoBERTa \u10db\u10dd\u10d3\u10d4\u10da\u10d8\u10d7 \u10d2\u10d4\u10dc\u10d4\u10e0\u10d8\u10e0\u10d3\u10d4\u10d1\u10d0 \u10d7\u10d8\u10d7\u10dd\u10d4\u10e3\u10da\u10d8 \u10d9\u10dd\u10db\u10d4\u10dc\u10e2\u10d0\u10e0\u10d8\u10e1\u10d7\u10d5\u10d8\u10e1.<\/p>\n<p><em><strong>&#8211; \u10e0\u10d0 \u10e1\u10e2\u10e0\u10d0\u10e2\u10d4\u10d2\u10d8\u10d8\u10d7 \u10d8\u10db\u10e3\u10e8\u10d0\u10d5\u10d4\u10d7 \u10de\u10e0\u10dd\u10d1\u10da\u10d4\u10db\u10d8\u10e1 \u10d2\u10d0\u10d3\u10d0\u10ec\u10e7\u10d5\u10d4\u10e2\u10d8\u10e1\u10d0\u10e1?<\/strong><\/em><\/p>\n<p><strong>CharliesAngels<\/strong>: \u10e1\u10d0\u10dc\u10d0\u10db \u10db\u10dd\u10dc\u10d0\u10ea\u10d4\u10db\u10d4\u10d1\u10e1 \u10e8\u10d4\u10d5\u10d0\u10d2\u10e0\u10dd\u10d5\u10d4\u10d1\u10d3\u10d8\u10d7, \u10d3\u10d0\u10d5\u10d8\u10ec\u10e7\u10d4\u10d7 unsupervised \u10db\u10d8\u10d3\u10d2\u10dd\u10db\u10d4\u10d1\u10d8\u10e1 \u10d3\u10d0\u10e2\u10d4\u10e1\u10e2\u10d5\u10d0, \u10e0\u10dd\u10db\u10da\u10d4\u10d1\u10d8\u10ea \u10e3\u10e4\u10e0\u10dd \u10db\u10d0\u10e0\u10e2\u10d8\u10d5\u10d8\u10d0 \u10d3\u10d0 \u10dc\u10d0\u10d9\u10da\u10d4\u10d1 \u10e0\u10d4\u10e1\u10e3\u10e0\u10e1\u10e1 \u10db\u10dd\u10d8\u10d7\u10ee\u10dd\u10d5\u10e1. \u10d5\u10ea\u10d3\u10d8\u10da\u10dd\u10d1\u10d3\u10d8\u10d7, \u10e8\u10d4\u10d2\u10d5\u10d4\u10e4\u10d0\u10e1\u10d4\u10d1\u10d8\u10dc\u10d0, \u10e0\u10d0 \u10e8\u10d4\u10d3\u10d4\u10d2\u10d4\u10d1\u10e1 \u10d3\u10d4\u10d1\u10d3\u10dc\u10d4\u10dc \u10d8\u10e1\u10d8\u10dc\u10d8 \u10d3\u10d0 \u10d2\u10d0\u10d2\u10d5\u10d4\u10e0\u10d9\u10d5\u10d8\u10d0, \u10db\u10dd\u10db\u10d0\u10d5\u10d0\u10da\u10e8\u10d8 supervised-\u10d7\u10d0\u10dc \u10d4\u10e0\u10d7\u10d0\u10d3 \u10d3\u10d0\u10d2\u10d5\u10d4\u10ee\u10db\u10d0\u10e0\u10d4\u10d1\u10dd\u10d3\u10d0 \u10d7\u10e3 \u10d0\u10e0\u10d0 \u10e0\u10d0\u10db\u10d4\u10e8\u10d8 \u10d4\u10e1 \u10db\u10d8\u10d3\u10d2\u10dd\u10db\u10d4\u10d1\u10d8.<br \/>\n\u10d7\u10d0\u10d5\u10d8\u10d3\u10d0\u10dc\u10d5\u10d4 \u10e9\u10d5\u10d4\u10dc\u10d8 \u10db\u10d7\u10d0\u10d5\u10d0\u10e0\u10d8 \u10e1\u10e2\u10e0\u10d0\u10e2\u10d4\u10d2\u10d8\u10d0 \u10d1\u10d4\u10d5\u10e0\u10d8 \u10db\u10dd\u10dc\u10d0\u10ea\u10d4\u10db\u10d8\u10d7 \u10db\u10d8\u10e6\u10d4\u10d1\u10e3\u10da\u10d8 \u10d3\u10d0\u10e1\u10ec\u10d0\u10d5\u10da\u10d8\u10da\u10d8 \u10db\u10dd\u10d3\u10d4\u10da\u10d8 \u10d8\u10e7\u10dd. \u10e3\u10d9\u10d5\u10d4 \u10e1\u10d0\u10d9\u10db\u10d0\u10e0\u10d8\u10e1\u10d0\u10d3 \u10db\u10d8\u10e6\u10d4\u10d1\u10e3\u10da\u10d8 \u10db\u10dd\u10dc\u10d0\u10ea\u10d4\u10d1\u10d4\u10db\u10d8\u10e1 \u10e8\u10d4\u10db\u10d3\u10d2\u10dd\u10db, \u10d0\u10d5\u10d0\u10ec\u10e7\u10d5\u10d4\u10d7 \u10d1\u10d4\u10d5\u10e0\u10dc\u10d0\u10d8\u10e0\u10d8 \u10db\u10dd\u10d3\u10d4\u10da\u10d8 \u10d3\u10d0 \u10d5\u10d0\u10d9\u10d5\u10d8\u10e0\u10d3\u10d4\u10d1\u10dd\u10d3\u10d8\u10d7, \u10e7\u10dd\u10d5\u10d4\u10da \u10ef\u10d4\u10e0\u10d6\u10d4 \u10e0\u10d0 \u10e8\u10d4\u10d3\u10d4\u10d2\u10d4\u10d1\u10e1 \u10d3\u10d4\u10d1\u10d3\u10d0 \u10d7\u10d8\u10d7\u10dd\u10d4\u10e3\u10da\u10d8. \u10db\u10d0\u10d7\u10d8 \u10d0\u10dc\u10d0\u10da\u10d8\u10d6\u10d8\u10e1 \u10e8\u10d4\u10db\u10d3\u10d2\u10dd\u10db \u10d9\u10d8, \u10d5\u10ea\u10d3\u10d8\u10da\u10dd\u10d1\u10d3\u10d8\u10d7, \u10d7\u10d8\u10d7\u10dd\u10d4\u10e3\u10da\u10d8 \u10db\u10d0\u10e5\u10e1\u10d8\u10db\u10d0\u10da\u10e3\u10e0 \u10e8\u10d4\u10d3\u10d4\u10d2\u10d4\u10d1\u10d0\u10db\u10d3\u10d4 \u10db\u10d8\u10d2\u10d5\u10d4\u10e7\u10d5\u10d0\u10dc\u10d0 \u10d3\u10d0 \u10d0\u10d2\u10d5\u10d4\u10e0\u10e9\u10d8\u10d0 \u10e1\u10d0\u10e3\u10d9\u10d4\u10d7\u10d4\u10e1\u10dd. \u10d0\u10e1\u10d4\u10d5\u10d4 \u10d5\u10d0\u10d0\u10dc\u10d0\u10da\u10d8\u10d6\u10d4\u10d1\u10d3\u10d8\u10d7, \u10e0\u10dd\u10d2\u10dd\u10e0\u10d8 \u10db\u10dd\u10dc\u10d0\u10ea\u10d4\u10db\u10d4\u10d1\u10d8\u10e1 \u10d3\u10d0\u10db\u10e3\u10e8\u10d0\u10d5\u10d4\u10d1\u10d0 \u10e0\u10dd\u10d2\u10dd\u10e0 \u10e8\u10d4\u10d3\u10d4\u10d2\u10d4\u10d1\u10e1 \u10d2\u10d5\u10d0\u10eb\u10da\u10d4\u10d5\u10d3\u10d0 \u10d7\u10d8\u10d7\u10dd\u10d4\u10e3\u10da\u10d8 \u10db\u10dd\u10d3\u10d4\u10da\u10d8\u10e1 \u10d0\u10da\u10e2\u10d4\u10e0\u10dc\u10d0\u10e2\u10d8\u10d5\u10d0\u10d6\u10d4 \u10d3\u10d0 \u10e1\u10d0\u10d1\u10dd\u10da\u10dd\u10dd\u10d3, \u10e1\u10d0\u10d9\u10db\u10d0\u10dd\u10d3 \u10d1\u10d4\u10d5\u10e0\u10d8 \u10e1\u10ee\u10d5\u10d0\u10d3\u10d0\u10e1\u10ee\u10d5\u10d0 \u10e2\u10d4\u10e5\u10e1\u10e2\u10d8\u10e1 \u10d3\u10d0\u10db\u10e3\u10e8\u10d0\u10d5\u10d4\u10d1\u10d8\u10e1 \u10d5\u10d0\u10e0\u10d8\u10d0\u10dc\u10e2\u10d8 \u10d2\u10d0\u10db\u10dd\u10d5\u10ea\u10d0\u10d3\u10d4\u10d7. \u10d5\u10d0\u10d0\u10dc\u10d0\u10da\u10d8\u10d6\u10d4\u10d1\u10d3\u10d8\u10d7 \u10e3\u10d9\u10d5\u10d4 \u10d2\u10d0\u10ec\u10d5\u10e0\u10d7\u10dc\u10d8\u10da \u10db\u10dd\u10d3\u10d4\u10da\u10e1 &#8211; \u10e0\u10dd\u10d2\u10dd\u10e0\u10d8 \u10e2\u10d8\u10de\u10d8\u10e1 \u10e2\u10d4\u10e5\u10e1\u10e2\u10d4\u10d1\u10d8 \u10d4\u10e8\u10da\u10d4\u10d1\u10dd\u10d3\u10d0\u10d7 \u10d3\u10d0 \u10d5\u10d0\u10d0\u10dc\u10d0\u10da\u10d8\u10d6\u10d4\u10d1\u10d3\u10d8\u10d7 \u10da\u10dd\u10d2\u10d8\u10d9\u10e3\u10e0\u10d8 \u10e8\u10d4\u10ea\u10d3\u10dd\u10db\u10d0 \u10d8\u10e7\u10dd \u10d7\u10e3 \u10d0\u10e0\u10d0 \u10d4\u10e1.<\/p>\n<p><strong>N3<\/strong>: \u10d7\u10d0\u10d5\u10d8\u10d3\u10d0\u10dc \u10d3\u10d0\u10d5\u10d8\u10ec\u10e7\u10d4\u10d7 \u10db\u10dd\u10ea\u10d4\u10db\u10e3\u10da\u10d8 \u10d9\u10dd\u10db\u10d4\u10dc\u10e2\u10d0\u10e0\u10d4\u10d1\u10d8\u10e1 \u10ee\u10d4\u10da\u10d8\u10d7 \u10db\u10dd\u10dc\u10d8\u10e8\u10d5\u10dc\u10d0, \u10e1\u10de\u10d4\u10ea\u10d8\u10d0\u10da\u10e3\u10e0\u10d8 web-\u10de\u10da\u10d0\u10e2\u10e4\u10dd\u10e0\u10db\u10d8\u10e1 \u10e1\u10d0\u10e8\u10e3\u10d0\u10da\u10d4\u10d1\u10d8\u10d7, \u10e0\u10dd\u10db\u10d4\u10da\u10d8\u10ea \u10e9\u10d5\u10d4\u10dc\u10d8\u10d5\u10d4 \u10e0\u10d4\u10e1\u10e3\u10e0\u10e1\u10d8\u10d7 \u10db\u10ee\u10dd\u10da\u10dd\u10d3 \u10d0\u10db \u10d0\u10db\u10dd\u10ea\u10d0\u10dc\u10d8\u10e1\u10d7\u10d5\u10d8\u10e1 \u10d0\u10d5\u10d0\u10ec\u10e7\u10d5\u10d4\u10d7. \u10e8\u10d4\u10db\u10d3\u10d4\u10d2, \u10d4\u10e1 \u10db\u10dd\u10dc\u10d0\u10ea\u10d4\u10db\u10d4\u10d1\u10d8 \u10d2\u10d0\u10db\u10dd\u10d5\u10d8\u10e7\u10d4\u10dc\u10d4\u10d7 \u10d0\u10d5\u10e2\u10dd\u10db\u10d0\u10e2\u10d8\u10d6\u10d4\u10d1\u10e3\u10da\u10d8 \u10db\u10dd\u10d3\u10d4\u10da\u10d8\u10e1 \u10e8\u10d4\u10e1\u10d0\u10e5\u10db\u10dc\u10d4\u10da\u10d0\u10d3, \u10e0\u10dd\u10db\u10d4\u10da\u10db\u10d0\u10ea \u10e9\u10d5\u10d4\u10dc \u10db\u10d8\u10d4\u10e0 \u10d3\u10d0\u10ee\u10d0\u10e0\u10d8\u10e1\u10ee\u10d4\u10d1\u10e3\u10da \u10db\u10dd\u10dc\u10d0\u10ea\u10d4\u10db\u10d4\u10d1\u10d6\u10d4 \u10d3\u10d0\u10e7\u10e0\u10d3\u10dc\u10dd\u10d1\u10d8\u10d7 \u10d8\u10e1\u10ec\u10d0\u10d5\u10da\u10d0 \u10d6\u10dd\u10d2\u10d0\u10d3\u10d8 \u10d0\u10da\u10d2\u10dd\u10d8\u10e0\u10d7\u10db\u10d8 \u10d3\u10d0 \u10d0\u10ee\u10d0\u10da\u10d8 \u10d9\u10dd\u10db\u10d4\u10dc\u10e2\u10d0\u10e0\u10d4\u10d1\u10d8\u10e1 \u10d3\u10d0\u10ee\u10d0\u10e0\u10d8\u10e1\u10ee\u10d4\u10d1\u10d0 \u10d7\u10d0\u10d5\u10d8\u10e1\u10d8\u10d7, \u10e1\u10d0\u10d9\u10db\u10d0\u10dd\u10d3 \u10db\u10d0\u10e6\u10d0\u10da\u10d8 \u10e1\u10d8\u10d6\u10e3\u10e1\u10e2\u10d8\u10d7 \u10e8\u10d4\u10eb\u10da\u10dd.<\/p>\n<p><strong>SynapseNLP<\/strong>: \u10e9\u10d5\u10d4\u10dc\u10e1 \u10d2\u10e3\u10dc\u10d3\u10e8\u10d8 \u10e1\u10d0\u10db\u10d8 \u10d0\u10d3\u10d0\u10db\u10d8\u10d0\u10dc\u10d8 \u10d5\u10d8\u10e7\u10d0\u10d5\u10d8\u10d7. \u10d7\u10d8\u10d7\u10dd\u10d4\u10e3\u10da\u10e1 \u10d2\u10d5\u10e5\u10dd\u10dc\u10d3\u10d0 \u10d2\u10d0\u10dc\u10d0\u10ec\u10d8\u10da\u10d4\u10d1\u10e3\u10da\u10d8, \u10e0\u10d0 \u10e3\u10dc\u10d3\u10d0 \u10d2\u10d0\u10d2\u10d5\u10d4\u10d9\u10d4\u10d7\u10d4\u10d1\u10d8\u10dc\u10d0. \u10d4\u10e0\u10d7\u10d8 \u10db\u10e3\u10e8\u10d0\u10dd\u10d1\u10d3\u10d0 \u10e3\u10e4\u10e0\u10dd \u10d9\u10d5\u10da\u10d4\u10d5\u10d8\u10d7\u10d8 \u10db\u10d8\u10db\u10d0\u10e0\u10d7\u10e3\u10da\u10d4\u10d1\u10d8\u10d7, \u10d8\u10eb\u10d8\u10d4\u10d1\u10d3\u10d0 \u10d9\u10d5\u10da\u10d4\u10d5\u10d8\u10d7 \u10dc\u10d0\u10e8\u10e0\u10dd\u10db\u10d4\u10d1\u10e1, \u10e0\u10dd\u10db\u10da\u10d4\u10d1\u10d8\u10ea \u10e9\u10d5\u10d4\u10dc\u10d8 \u10de\u10e0\u10dd\u10d1\u10da\u10d4\u10db\u10d8\u10e1 \u10d2\u10d0\u10d3\u10d0\u10e1\u10d0\u10ed\u10e0\u10d4\u10da\u10d0\u10d3 \u10e8\u10d4\u10d8\u10eb\u10da\u10d4\u10d1\u10d0 \u10d2\u10d0\u10db\u10dd\u10e1\u10d0\u10d3\u10d4\u10d2\u10d8 \u10e7\u10dd\u10e4\u10d8\u10da\u10d8\u10e7\u10dd, \u10ee\u10dd\u10da\u10dd \u10d3\u10d0\u10dc\u10d0\u10e0\u10e9\u10d4\u10dc\u10d8 \u10dd\u10e0\u10d8 \u10d9\u10d8 \u10de\u10e0\u10d0\u10e5\u10e2\u10d8\u10d9\u10e3\u10da \u10d4\u10e5\u10e1\u10de\u10d4\u10e0\u10d8\u10db\u10d4\u10dc\u10e2\u10d4\u10d1\u10e1 \u10d0\u10d9\u10d4\u10d7\u10d4\u10d1\u10d3\u10d0, \u10d7\u10e3 \u10e0\u10dd\u10db\u10d4\u10da\u10d8 \u10d0\u10da\u10d2\u10dd\u10e0\u10d8\u10d7\u10db\u10d8 \u10d8\u10db\u10e3\u10e8\u10d0\u10d5\u10d4\u10d1\u10d3\u10d0 \u10e1\u10d0\u10e3\u10d9\u10d4\u10d7\u10d4\u10e1\u10dd\u10d3 \u10d9\u10dd\u10dc\u10d9\u10e0\u10d4\u10e2\u10e3\u10da\u10d0\u10d3 \u10e9\u10d5\u10d4\u10dc\u10e1 \u10db\u10dd\u10dc\u10d0\u10ea\u10d4\u10db\u10d4\u10d1\u10d6\u10d4.<\/p>\n<p><em><strong>&#8211; \u10e0\u10dd\u10d2\u10dd\u10e0 \u10db\u10d8\u10d2\u10d0\u10e9\u10dc\u10d8\u10d0\u10d7, \u10e0\u10d0\u10db\u10d3\u10d4\u10dc\u10d0\u10d3 \u10db\u10dc\u10d8\u10e8\u10d5\u10dc\u10d4\u10da\u10dd\u10d5\u10d0\u10dc\u10d8\u10d0, \u10d1\u10e3\u10dc\u10d4\u10d1\u10e0\u10d8\u10d5\u10d8 \u10d4\u10dc\u10d8\u10e1 \u10d3\u10d0\u10db\u10e3\u10e8\u10d0\u10d5\u10d4\u10d1\u10d8\u10e1 \u10d0\u10db\u10dd\u10ea\u10d0\u10dc\u10d4\u10d1\u10d8 \u10d3\u10d0\u10d8\u10e1\u10d5\u10d0\u10e1 \u10d3\u10d0 \u10d0\u10db\u10dd\u10d8\u10ee\u10e1\u10dc\u10d0\u10e1 \u10d9\u10dd\u10dc\u10d9\u10e0\u10d4\u10e2\u10e3\u10da\u10d0\u10d3 \u10e5\u10d0\u10e0\u10d7\u10e3\u10da\u10d8 \u10d4\u10dc\u10d8\u10e1\u10d7\u10d5\u10d8\u10e1?<\/strong><\/em><\/p>\n<p><strong>CharliesAngels<\/strong>: \u10e5\u10d0\u10e0\u10d7\u10e3\u10da\u10d8 \u10d4\u10dc\u10d0 \u10db\u10e1\u10dd\u10e4\u10da\u10d8\u10dd\u10e8\u10d8 \u10d4\u10e0\u10d7-\u10d4\u10e0\u10d7\u10d8 \u10d9\u10dd\u10db\u10de\u10da\u10d4\u10e5\u10e1\u10e3\u10e0\u10d8 \u10d3\u10d0 \u10db\u10e0\u10d0\u10d5\u10d0\u10da\u10e4\u10d4\u10e0\u10dd\u10d5\u10d0\u10dc\u10d8 \u10d4\u10dc\u10d0\u10d0 \u10d3\u10d0 \u10db\u10d8\u10e1\u10d8 \u10e2\u10d4\u10e5\u10dc\u10d8\u10d9\u10e3\u10e0\u10d0\u10d3 \u10e8\u10d4\u10e1\u10ec\u10d0\u10d5\u10da\u10d0 \u10eb\u10d0\u10da\u10d8\u10d0\u10dc \u10e1\u10d0\u10d8\u10dc\u10e2\u10d4\u10e0\u10d4\u10e1\u10dd\u10d0. \u10e1\u10d0\u10db\u10ec\u10e3\u10ee\u10d0\u10e0\u10dd\u10d3, \u10e5\u10d0\u10e0\u10d7\u10e3\u10da \u10d4\u10dc\u10d0\u10e1 \u10db\u10ec\u10d8\u10e0\u10d8 \u10ea\u10dc\u10dd\u10d1\u10d0\u10d3\u10dd\u10d1\u10d0 \u10d0\u10e5\u10d5\u10e1 \u10db\u10e1\u10dd\u10e4\u10da\u10d8\u10dd\u10e8\u10d8 \u10d3\u10d0 \u10d0\u10e0 \u10d0\u10e0\u10e1\u10d4\u10d1\u10dd\u10d1\u10e1 \u10d1\u10d4\u10d5\u10e0\u10d8 \u10d3\u10dd\u10d9\u10e3\u10db\u10d4\u10dc\u10e2\u10d8, \u10e2\u10d4\u10e5\u10e1\u10e2\u10d8 \u10e5\u10d0\u10e0\u10d7\u10e3\u10da \u10d4\u10dc\u10d0\u10d6\u10d4; \u10e8\u10d4\u10e1\u10d0\u10d1\u10d0\u10db\u10d8\u10e1\u10d0\u10d3 \u10db\u10d8\u10e1\u10d8 \u10e2\u10d4\u10e5\u10dc\u10d8\u10d9\u10e3\u10e0\u10d8 \u10e8\u10d4\u10ea\u10dc\u10dd\u10d1\u10d0 \u10d8\u10db\u10d3\u10d4\u10dc\u10d0\u10d3 \u10d9\u10d0\u10e0\u10d2\u10d0\u10d3 \u10d5\u10d4\u10e0 \u10ee\u10d3\u10d4\u10d1\u10d0 \u10db\u10e1\u10dd\u10e4\u10da\u10d8\u10dd\u10e8\u10d8, \u10e0\u10dd\u10d2\u10dd\u10e0\u10ea \u10e1\u10ee\u10d5\u10d0 \u10d4\u10dc\u10d4\u10d1\u10d8\u10e1, \u10db\u10d0\u10d2\u10d0\u10da\u10d8\u10d7\u10d0\u10d3: \u10d8\u10dc\u10d2\u10da\u10d8\u10e1\u10e3\u10e0\u10d8\u10e1, \u10d4\u10e1\u10de\u10d0\u10dc\u10e3\u10e0\u10d8\u10e1, \u10e4\u10e0\u10d0\u10dc\u10d2\u10e3\u10da\u10d8\u10e1 \u10d3\u10d0 \u10d0.\u10e8. \u10db\u10dd\u10ea\u10d4\u10db\u10e3\u10da\u10d8 \u10d0\u10db\u10dd\u10ea\u10d0\u10dc\u10d8\u10e1 \u10db\u10e1\u10d2\u10d0\u10d5\u10e1\u10d8 \u10e3\u10d9\u10d5\u10d4 \u10d0\u10e0\u10e1\u10d4\u10d1\u10dd\u10d1\u10e1 \u10d1\u10d4\u10d5\u10e0 \u10d4\u10dc\u10d0\u10d6\u10d4. \u10e5\u10d0\u10e0\u10d7\u10e3\u10da\u10d8 \u10d4\u10dc\u10d8\u10e1 \u10d9\u10d0\u10e0\u10d2\u10d0\u10d3 \u10d3\u10d0\u10db\u10e3\u10e8\u10d0\u10d5\u10d4\u10d1\u10d8\u10d7 \u10ee\u10d4\u10da\u10dd\u10d5\u10dc\u10e3\u10e0\u10d8 \u10d8\u10dc\u10e2\u10d4\u10da\u10d4\u10e5\u10e2\u10d8\u10e1 \u10db\u10d8\u10db\u10d0\u10e0\u10d7\u10e3\u10da\u10d4\u10d1\u10d8\u10d7 \u10e3\u10d0\u10db\u10e0\u10d0\u10d5\u10d8 \u10e1\u10d0\u10ee\u10d0\u10e0\u10d1\u10d8\u10d4\u10da\u10dd \u10e1\u10d0\u10e5\u10db\u10d8\u10e1 \u10d2\u10d0\u10d9\u10d4\u10d7\u10d4\u10d1\u10d0 \u10e8\u10d4\u10d8\u10eb\u10da\u10d4\u10d1\u10d0, \u10e0\u10dd\u10d2\u10dd\u10e0\u10d8\u10ea\u10d0\u10d0: \u10d2\u10e0\u10d0\u10db\u10d0\u10e2\u10d8\u10d9\u10d8\u10e1 \u10e8\u10d4\u10db\u10db\u10dd\u10ec\u10db\u10d4\u10d1\u10d4\u10da\u10d8, \u10e2\u10d4\u10e5\u10e1\u10e2\u10d8\u10e1 \u10e8\u10d4\u10db\u10d3\u10d2\u10d4\u10dc\u10d8, \u10e5\u10d0\u10e0\u10d7\u10e3\u10da\u10d8 \u10d1\u10dd\u10e2\u10d8, \u10e2\u10d4\u10e5\u10e1\u10e2\u10d8\u10e1 \u10d0\u10e3\u10d3\u10d8\u10dd\u10d3 \u10d2\u10d0\u10d3\u10d0\u10db\u10e7\u10d5\u10d0\u10dc\u10d8 \u10d3\u10d0 \u10de\u10d8\u10e0\u10d8\u10e5\u10d8\u10d7 &#8211; \u10d0\u10e3\u10d3\u10d8\u10dd\u10e1 \u10e2\u10d4\u10e5\u10e1\u10e2\u10d0\u10d3, \u10ec\u10d8\u10d2\u10dc\u10d4\u10d1\u10d8\u10e1 \u10d0\u10dc\u10d0\u10da\u10d8\u10e2\u10d8\u10d9\u10dd\u10e1\u10d8 \u10d3\u10d0 \u10d0.\u10e8. \u10d6\u10dd\u10d2\u10d8 \u10e0\u10d0\u10db \u10d0\u10e0\u10e1\u10d4\u10d1\u10dd\u10d1\u10e1 \u10e3\u10d9\u10d5\u10d4, \u10db\u10d0\u10d2\u10e0\u10d0\u10db \u10e8\u10d4\u10d8\u10eb\u10da\u10d4\u10d1\u10d0, \u10e1\u10ee\u10d5\u10d0 \u10d4\u10dc\u10d4\u10d1\u10d8\u10e1 \u10d3\u10dd\u10dc\u10d8\u10e1\u10d0\u10ea \u10d2\u10d0\u10d9\u10d4\u10d7\u10d3\u10d4\u10e1 \u10d7\u10e3 \u10d8\u10e5\u10dc\u10d4\u10d1\u10d0 \u10d0\u10db\u10d8\u10e1 \u10db\u10dd\u10dc\u10d3\u10dd\u10db\u10d4\u10d1\u10d0. \u10db\u10d0\u10d2\u10e0\u10d0\u10db \u10db\u10d0\u10d8\u10dc\u10ea, \u10e7\u10d5\u10d4\u10da\u10d0\u10d6\u10d4 \u10d3\u10d8\u10d3\u10d8 \u10d2\u10d0\u10db\u10dd\u10ec\u10d5\u10d4\u10d5\u10d0 \u10e5\u10d0\u10e0\u10d7\u10e3\u10da\u10d8 \u10d4\u10dc\u10d8\u10e1\u10d7\u10d5\u10d8\u10e1 \u10d0\u10e0\u10d8\u10e1 \u10db\u10ec\u10d8\u10e0\u10d8 \u10e0\u10d4\u10e1\u10e3\u10e0\u10e1\u10d4\u10d1\u10d8. \u10d0\u10e1\u10d4\u10d5\u10d4 \u10d8\u10e1, \u10e0\u10dd\u10db \u10d9\u10d0\u10e0\u10d2\u10d8 \u10db\u10dd\u10d3\u10d4\u10da\u10d8\u10e1 \u10e8\u10d4\u10e5\u10db\u10dc\u10d0 \u10d1\u10d4\u10d5\u10e0 \u10ee\u10d0\u10e0\u10ef\u10d4\u10d1\u10d7\u10d0\u10dc \u10d0\u10e0\u10d8\u10e1 \u10d3\u10d0\u10d9\u10d0\u10d5\u10e8\u10d8\u10e0\u10d4\u10d1\u10e3\u10da\u10d8 \u10d3\u10d0 \u10d4\u10e1\u10d4\u10ea \u10de\u10e0\u10dd\u10d1\u10da\u10d4\u10db\u10d0\u10e2\u10e3\u10e0\u10d8\u10d0.<\/p>\n<p><strong>N3<\/strong>: \u10d1\u10e3\u10dc\u10d4\u10d1\u10e0\u10d8\u10d5\u10d8 \u10d4\u10dc\u10d8\u10e1 \u10d3\u10d0\u10db\u10e3\u10e8\u10d0\u10d5\u10d4\u10d1\u10d8\u10e1 \u10e3\u10d9\u10d5\u10d4 \u10d0\u10e0\u10e1\u10d4\u10d1\u10e3\u10da\u10d8 \u10db\u10d8\u10d3\u10d2\u10dd\u10db\u10d4\u10d1\u10d8\u10e1 \u10e5\u10d0\u10e0\u10d7\u10e3\u10da \u10d4\u10dc\u10d0\u10d6\u10d4 \u10db\u10dd\u10e0\u10d2\u10d4\u10d1\u10d0 \u10d0\u10dc \u10de\u10d8\u10e0\u10d8\u10e5\u10d8\u10d7, \u10d0\u10ee\u10d0\u10da\u10d8, \u10e5\u10d0\u10e0\u10d7\u10e3\u10da \u10d4\u10dc\u10d0\u10d6\u10d4 \u10db\u10dd\u10e0\u10d2\u10d4\u10d1\u10e3\u10da\u10d8 \u10d0\u10da\u10d2\u10dd\u10e0\u10d8\u10d7\u10db\u10d4\u10d1\u10d8\u10e1 \u10e8\u10d4\u10e5\u10db\u10dc\u10d0, \u10e3\u10db\u10dc\u10d8\u10e8\u10d5\u10dc\u10d4\u10da\u10dd\u10d5\u10d0\u10dc\u10d4\u10e1\u10d8\u10d0 \u10e9\u10d5\u10d4\u10dc\u10d8 \u10db\u10e8\u10dd\u10d1\u10da\u10d8\u10e3\u10e0\u10d8 \u10d4\u10dc\u10d8\u10e1 \u10d2\u10d0\u10d3\u10d0\u10e1\u10d0\u10e0\u10e9\u10d4\u10dc\u10d0\u10d3 \u10d7\u10d0\u10dc\u10d0\u10db\u10d4\u10d3\u10e0\u10dd\u10d5\u10d4 \u10ea\u10d8\u10e4\u10e0\u10e3\u10da \u10e1\u10d0\u10db\u10e7\u10d0\u10e0\u10dd\u10e8\u10d8. \u10d4\u10e1, \u10e0\u10d0 \u10d7\u10e5\u10db\u10d0 \u10e3\u10dc\u10d3\u10d0, \u10d2\u10d0\u10d0\u10e3\u10db\u10ef\u10dd\u10d1\u10d4\u10e1\u10d4\u10d1\u10e1 \u10e5\u10d0\u10e0\u10d7\u10e3\u10da \u10e2\u10d4\u10e5\u10dc\u10dd\u10da\u10dd\u10d2\u10d8\u10e3\u10e0 \u10de\u10e0\u10dd\u10d3\u10e3\u10e5\u10e2\u10d4\u10d1\u10e1\u10d0\u10ea, \u10e0\u10dd\u10db\u10da\u10d4\u10d1\u10d8\u10ea \u10db\u10dd\u10db\u10ee\u10db\u10d0\u10e0\u10d4\u10d1\u10d4\u10da\u10d7\u10d0\u10dc \u10e3\u10e0\u10d7\u10d8\u10d4\u10e0\u10d7\u10dd\u10d1\u10d8\u10e1\u10d7\u10d5\u10d8\u10e1 \u10d4\u10dc\u10d0\u10e1 \u10d8\u10e7\u10d4\u10dc\u10d4\u10d1\u10e1, \u10db\u10d0\u10d2\u10d0\u10da\u10d8\u10d7\u10d0\u10d3: \u10ee\u10db\u10dd\u10d5\u10d0\u10dc\u10d8 \u10d0\u10e1\u10d8\u10e1\u10e2\u10d4\u10dc\u10e2\u10d4\u10d1\u10d8, \u10e9\u10d0\u10e2\u10d1\u10dd\u10e2\u10d4\u10d1\u10d8 \u10d3\u10d0 \u10d0\u10e1\u10d4 \u10e8\u10d4\u10db\u10d3\u10d4\u10d2.<\/p>\n<p><strong>SynapseNLP<\/strong>: \u10d8\u10e5\u10d8\u10d3\u10d0\u10dc \u10d2\u10d0\u10db\u10dd\u10db\u10d3\u10d8\u10dc\u10d0\u10e0\u10d4, \u10e0\u10dd\u10db \u10e5\u10d0\u10e0\u10d7\u10e3\u10da \u10d4\u10dc\u10d0\u10d6\u10d4 \u10d1\u10e3\u10dc\u10d4\u10d1\u10e0\u10d8\u10d5\u10d8 \u10d4\u10dc\u10d8\u10e1 \u10d3\u10d0\u10db\u10e3\u10e8\u10d0\u10d5\u10d4\u10d1\u10d8\u10e1 \u10d0\u10db\u10dd\u10ea\u10d0\u10dc\u10d4\u10d1\u10d8\u10e1 \u10d2\u10d0\u10d3\u10d0\u10ec\u10e7\u10d5\u10d4\u10e2\u10d0 \u10d0\u10e0 \u10d0\u10e0\u10d8\u10e1 \u10d1\u10d4\u10d5\u10e0\u10d8, \u10e3\u10d0\u10e6\u10e0\u10d4\u10e1\u10d0\u10d3 \u10db\u10dc\u10d8\u10e8\u10d5\u10dc\u10d4\u10da\u10dd\u10d5\u10d0\u10dc\u10d8\u10d0, \u10d2\u10d0\u10d8\u10ec\u10e0\u10d7\u10d5\u10dc\u10d0\u10e1 \u10db\u10d0\u10dc\u10e5\u10d0\u10dc\u10e3\u10e0\u10d8 \u10e1\u10ec\u10d0\u10d5\u10da\u10d4\u10d1\u10d8\u10e1 \u10db\u10dd\u10d3\u10d4\u10da\u10d4\u10d1\u10d8 \u10e5\u10d0\u10e0\u10d7\u10e3\u10da \u10d4\u10dc\u10d0\u10d6\u10d4\u10ea. \u10d7\u10e3\u10db\u10ea\u10d0, \u10d4\u10e1 \u10e7\u10d5\u10d4\u10da\u10d0\u10e4\u10d4\u10e0\u10d8 \u10db\u10d0\u10d8\u10dc\u10ea \u10d3\u10d0\u10db\u10dd\u10d9\u10d8\u10d3\u10d4\u10d1\u10e3\u10da\u10d8\u10d0 \u10e5\u10d0\u10e0\u10d7\u10e3\u10da \u10d4\u10dc\u10d0\u10d6\u10d4 \u10db\u10dd\u10dc\u10d0\u10ea\u10d4\u10db\u10d4\u10d1\u10d8\u10e1 \u10e0\u10d0\u10dd\u10d3\u10d4\u10dc\u10dd\u10d1\u10d0\u10e1\u10d0 \u10d3\u10d0 \u10d9\u10dd\u10db\u10de\u10d8\u10e3\u10e2\u10d4\u10e0\u10e3\u10da\u10d8 \u10e0\u10d4\u10e1\u10e3\u10e0\u10e1\u10d4\u10d1\u10d8\u10e1 \u10e5\u10dd\u10dc\u10d0\u10d6\u10d4.<\/p>\n<p><strong><em>&#8211; \u10d2\u10e5\u10dd\u10dc\u10d8\u10d0\u10d7 \u10d7\u10e3 \u10d0\u10e0\u10d0 \u10db\u10e1\u10d2\u10d0\u10d5\u10e1 \u10d7\u10d4\u10db\u10d0\u10d6\u10d4 \u10db\u10e3\u10e8\u10d0\u10dd\u10d1\u10d8\u10e1 \u10d2\u10d0\u10db\u10dd\u10ea\u10d3\u10d8\u10da\u10d4\u10d1\u10d0?<\/em><\/strong><\/p>\n<p><strong>CharliesAngels<\/strong>: \u10e5\u10d0\u10e0\u10d7\u10e3\u10da \u10d4\u10dc\u10d0\u10e1\u10d7\u10d0\u10dc \u10d3\u10d0\u10d9\u10d0\u10d5\u10e8\u10d8\u10e0\u10d4\u10d1\u10d8\u10d7 \u10d2\u10d5\u10d8\u10db\u10e3\u10e8\u10d0\u10d5\u10d8\u10d0 \u10d9\u10dd\u10db\u10de\u10d0\u10dc\u10d8\u10d0 \u10da\u10d8\u10d5\u10d8\u10dc\u10d2\u10e1\u10e2\u10dd\u10dc\u10e8\u10d8 (Leavingstone) \u10e1\u10d0\u10d9\u10db\u10d0\u10dd\u10d3 \u10d1\u10d4\u10d5\u10e0 \u10de\u10e0\u10dd\u10d4\u10e5\u10e2\u10d6\u10d4: text-to-speech, speech recognition, \u10db\u10dd\u10d3\u10d4\u10da\u10d8, \u10e0\u10dd\u10db\u10d4\u10da\u10d8\u10ea \u10ec\u10d8\u10d2\u10dc\u10d8\u10e1 \u10de\u10d0\u10e1\u10d0\u10df\u10e1 \u10d0\u10d0\u10dc\u10d0\u10da\u10d8\u10d6\u10d4\u10d1\u10e1 \u10d4\u10db\u10dd\u10ea\u10d8\u10d4\u10d1\u10d8\u10e1 \u10ed\u10e0\u10d8\u10da\u10e8\u10d8 \u10d3\u10d0 \u10d2\u10d4\u10e3\u10d1\u10dc\u10d4\u10d1\u10d0 \u10db\u10d8\u10e1\u10dc\u10d0\u10d8\u10e0 \u10e1\u10ee\u10d5\u10d0 \u10ec\u10d8\u10d2\u10dc\u10d4\u10d1\u10e1\u10d0\u10ea \u10e0\u10d4\u10d9\u10dd\u10db\u10d4\u10dc\u10d3\u10d0\u10ea\u10d8\u10d4\u10d1\u10d8\u10e1 \u10e1\u10d0\u10ee\u10d8\u10d7, search query clusterization &#8211; \u10d1\u10d8\u10d6\u10dc\u10d4\u10e1 \u10d0\u10dc\u10d0\u10da\u10d8\u10e2\u10d8\u10d9\u10d8\u10e1\u10d7\u10d5\u10d8\u10e1 \u10d3\u10d0 \u10d0.\u10e8.<\/p>\n<p><strong>N3<\/strong>: \u10e9\u10d5\u10d4\u10dc\u10d8 \u10d2\u10e3\u10dc\u10d3\u10d8\u10e1 \u10d7\u10d8\u10d7\u10dd\u10d4\u10e3\u10da \u10ec\u10d4\u10d5\u10e0\u10e1 \u10ee\u10d4\u10da\u10dd\u10d5\u10dc\u10e3\u10e0\u10d8 \u10d8\u10dc\u10e2\u10d4\u10da\u10d4\u10e5\u10e2\u10d8\u10e1\u10d0 \u10d3\u10d0 \u10db\u10d0\u10dc\u10e5\u10d0\u10dc\u10e3\u10e0\u10d8 \u10e1\u10ec\u10d0\u10d5\u10da\u10d4\u10d1\u10d8\u10e1 \u10d0\u10da\u10d2\u10dd\u10e0\u10d8\u10d7\u10db\u10d4\u10d1\u10d6\u10d4 \u10db\u10e3\u10e8\u10d0\u10dd\u10d1\u10d8\u10e1 \u10db\u10e0\u10d0\u10d5\u10d0\u10da\u10ec\u10da\u10d8\u10d0\u10dc\u10d8 \u10d2\u10d0\u10db\u10dd\u10ea\u10d3\u10d8\u10da\u10d4\u10d1\u10d0 \u10d0\u10e5\u10d5\u10e1. \u10d4\u10e1 \u10d2\u10d0\u10db\u10dd\u10ea\u10d3\u10d8\u10da\u10d4\u10d1\u10d0 \u10ea\u10d0\u10da-\u10ea\u10d0\u10da\u10d9\u10d4\u10ea \u10d3\u10d0\u10d5\u10d0\u10d2\u10e0\u10dd\u10d5\u10d4\u10d7 \u10d3\u10d0 \u10d4\u10e0\u10d7\u10d0\u10d3\u10d0\u10ea, \u10e0\u10dd\u10ea\u10d0 \u10d9\u10e3\u10e0\u10e1\u10d4\u10da\u10d4\u10d1\u10d8 \u10d5\u10d8\u10e7\u10d0\u10d5\u10d8\u10d7 \u10d7\u10d1\u10d8\u10da\u10d8\u10e1\u10d8\u10e1 \u10d7\u10d0\u10d5\u10d8\u10e1\u10e3\u10e4\u10d0\u10da \u10e3\u10dc\u10d8\u10d5\u10d4\u10e0\u10e1\u10d8\u10e2\u10d4\u10e2\u10e8\u10d8 \u10d3\u10d0 \u10e8\u10d4\u10db\u10d3\u10d4\u10d2 \u2013 \u10d7\u10d0\u10dc\u10d0\u10db\u10e8\u10e0\u10dd\u10db\u10da\u10d4\u10d1\u10d8 \u10e5\u10d0\u10e0\u10d7\u10e3\u10da\u10d8 \u10d9\u10dd\u10db\u10de\u10d0\u10dc\u10d8\u10d0 \u10da\u10d8\u10d5\u10d8\u10dc\u10d2\u10e1\u10e2\u10dd\u10dc\u10d8\u10e1 \u10ee\u10d4\u10da\u10dd\u10d5\u10dc\u10e3\u10e0\u10d8 \u10d8\u10dc\u10e2\u10d4\u10da\u10d4\u10e5\u10e2\u10d8\u10e1 \u10d2\u10e3\u10dc\u10d3\u10e8\u10d8.<\/p>\n<p><strong>SynapseNLP<\/strong>: \u10e9\u10d5\u10d4\u10dc \u10db\u10e1\u10d2\u10d0\u10d5\u10e1 \u10d7\u10d4\u10db\u10d0\u10e1\u10d7\u10d0\u10dc \u10d3\u10d0\u10d9\u10d0\u10d5\u10e8\u10d8\u10e0\u10d4\u10d1\u10d8\u10d7 \u10db\u10e3\u10e8\u10d0\u10dd\u10d1\u10d8\u10e1 \u10d2\u10d0\u10db\u10dd\u10ea\u10d3\u10d8\u10da\u10d4\u10d1\u10d0 \u10d2\u10d5\u10e5\u10dd\u10dc\u10d3\u10d0. \u10db\u10d0\u10d2\u10d0\u10da\u10d8\u10d7\u10d0\u10d3, \u10d2\u10d0\u10d2\u10d5\u10d8\u10d9\u10d4\u10d7\u10d4\u10d1\u10d8\u10d0 \u10e2\u10d5\u10d8\u10e2\u10d4\u10e0\u10d8\u10e1 \u10e1\u10d4\u10dc\u10e2\u10d8\u10db\u10d4\u10dc\u10e2\u10d4\u10d1\u10d8\u10e1 \u10d0\u10dc\u10d0\u10da\u10d8\u10d6\u10d8, \u10d7\u10e3\u10db\u10ea\u10d0, \u10d4\u10e1 \u10e3\u10d9\u10d0\u10dc\u10d0\u10e1\u10d9\u10dc\u10d4\u10da\u10d8 \u10d8\u10dc\u10d2\u10da\u10d8\u10e1\u10e3\u10e0 \u10d4\u10dc\u10d0\u10d6\u10d4 \u10d8\u10e7\u10dd.<\/p>\n<p><em><strong>&#8211; \u10e0\u10d0 \u10d2\u10d0\u10db\u10dd\u10ec\u10d5\u10d4\u10d5\u10d4\u10d1\u10d8\u10e1 \u10ec\u10d8\u10dc\u10d0\u10e8\u10d4 \u10d3\u10d0\u10d3\u10d4\u10e5\u10d8\u10d7 \u10de\u10e0\u10dd\u10d4\u10e5\u10e2\u10d6\u10d4 \u10db\u10e3\u10e8\u10d0\u10dd\u10d1\u10d8\u10e1\u10d0\u10e1?<\/strong><\/em><\/p>\n<p><strong>CharliesAngels<\/strong>: \u10de\u10e0\u10dd\u10d4\u10e5\u10e2\u10d6\u10d4 \u10db\u10e3\u10e8\u10d0\u10dd\u10d1\u10d8\u10e1\u10d0\u10e1 \u10e1\u10d0\u10d9\u10db\u10d0\u10dd\u10d3 \u10d1\u10d4\u10d5\u10e0\u10d8 \u10d2\u10d0\u10db\u10dd\u10ec\u10d5\u10d4\u10d5\u10d0 \u10d8\u10e7\u10dd &#8211; \u10db\u10d0\u10d2\u10d0\u10da\u10d8\u10d7\u10d0\u10d3 \u10d8\u10e1, \u10d7\u10e3 \u10e0\u10dd\u10d2\u10dd\u10e0 \u10db\u10dd\u10d5\u10e5\u10ea\u10d4\u10dd\u10d3\u10d8\u10d7 \u10db\u10dd\u10dc\u10d0\u10ea\u10d4\u10db\u10d4\u10d1\u10e1, \u10e0\u10dd\u10db\u10da\u10d4\u10d1\u10d8\u10ea \u10dd\u10e0\u10d0\u10d6\u10e0\u10dd\u10d5\u10d0\u10dc\u10d8 \u10d8\u10e7\u10dd, \u10d0\u10e1\u10d4\u10d5\u10d4 \u10d8\u10db\u10d8\u10e1 \u10d2\u10d0\u10d3\u10d0\u10db\u10dd\u10ec\u10db\u10d4\u10d1\u10d0, \u10e0\u10d0\u10db\u10d3\u10d4\u10dc\u10d0\u10d3 \u10e3\u10e8\u10d4\u10ea\u10d3\u10dd\u10db\u10dd\u10d3 \u10d3\u10d0 \u10e1\u10ec\u10dd\u10e0\u10d0\u10d3 \u10d8\u10e7\u10dd \u10d3\u10d0\u10ed\u10d3\u10d4\u10d5\u10d4\u10d1\u10e3\u10da\u10d8 \u10db\u10dd\u10dc\u10d0\u10ea\u10d4\u10db\u10d4\u10d1\u10d8 \u10d3\u10d0 \u10e8\u10d4\u10ea\u10d3\u10dd\u10db\u10d4\u10d1\u10d8\u10e1 \u10d2\u10d0\u10e1\u10ec\u10dd\u10e0\u10d4\u10d1\u10d0, \u10e0\u10d0\u10d7\u10d0 \u10db\u10dd\u10d3\u10d4\u10da\u10d8\u10e1 \u10ec\u10d8\u10dc\u10e1\u10d5\u10da\u10d8\u10e1\u10d7\u10d5\u10d8\u10e1 \u10d0\u10e0\u10d0\u10e1\u10ec\u10dd\u10e0 \u10db\u10dd\u10dc\u10d0\u10ea\u10d4\u10db\u10d4\u10d1\u10e1 \u10ee\u10d4\u10da\u10d8 \u10d0\u10e0 \u10e8\u10d4\u10d4\u10e8\u10d0\u10da\u10d0.<\/p>\n<p>\u10d2\u10d0\u10db\u10dd\u10ec\u10d5\u10d4\u10d5\u10d0 \u10d0\u10e1\u10d4\u10d5\u10d4 \u10d8\u10e7\u10dd \u10e0\u10d4\u10e1\u10e3\u10e0\u10e1\u10d8, \u10e0\u10d0\u10d3\u10d2\u10d0\u10dc \u10d3\u10d8\u10d3\u10d8 \u10db\u10dd\u10d3\u10d4\u10da\u10d8\u10e1 \u10d3\u10d0\u10e1\u10ec\u10d0\u10d5\u10da\u10d0 \u10e1\u10d0\u10d9\u10db\u10d0\u10dd\u10d3 \u10eb\u10d5\u10d8\u10e0\u10d8 \u10e4\u10e3\u10e4\u10e3\u10dc\u10d4\u10d1\u10d0\u10d0, \u10d7\u10d0\u10dc \u10e0\u10dd\u10d3\u10d4\u10e1\u10d0\u10ea \u10ec\u10d8\u10dc\u10d0\u10e1\u10ec\u10d0\u10e0 \u10d0\u10e0 \u10d8\u10ea\u10d8, \u10e0\u10d0 \u10e8\u10d4\u10d3\u10d4\u10d2\u10e1 \u10db\u10dd\u10d2\u10ea\u10d4\u10db\u10e1 \u10d8\u10e1, \u10d2\u10ed\u10d8\u10e0\u10d3\u10d4\u10d1\u10d0, \u10e0\u10dd\u10db \u10e1\u10ec\u10e0\u10d0\u10e4\u10d0\u10d3 \u10d8\u10ec\u10d5\u10e0\u10d7\u10dc\u10d4\u10d1\u10dd\u10d3\u10d4\u10e1 \u10d3\u10d0 \u10e8\u10d4\u10db\u10d3\u10d4\u10d2 \u10d0\u10e0 \u10d0\u10e6\u10db\u10dd\u10d0\u10e9\u10d8\u10dc\u10dd \u10e0\u10dd\u10db \u10e1\u10d0\u10e8\u10d8\u10dc\u10d4\u10da\u10d8 \u10e8\u10d4\u10d3\u10d4\u10d2\u10d8 \u10d2\u10d0\u10e5\u10d5\u10e1. \u10db\u10dd\u10d3\u10d4\u10da\u10d8\u10e1 \u10db\u10ee\u10e0\u10d8\u10d5 \u10d3\u10d8\u10d3\u10d8 \u10d2\u10d0\u10db\u10dd\u10ec\u10d5\u10d4\u10d5\u10d0\u10d0 \u10e8\u10d4\u10e1\u10d0\u10e4\u10d4\u10e0\u10d8\u10e1\u10d8 \u10de\u10d0\u10e0\u10d0\u10db\u10d4\u10e2\u10e0\u10d4\u10d1\u10d8\u10e1 \u10e8\u10d4\u10e0\u10e9\u10d4\u10d5\u10d0. \u10e8\u10d4\u10e1\u10d0\u10d1\u10d0\u10db\u10d8\u10e1\u10d0\u10d3, \u10d1\u10d4\u10d5\u10e0\u10d8 \u10ec\u10d5\u10e0\u10d7\u10dc\u10d0 \u10d3\u10d0 \u10d3\u10e0\u10dd\u10d0 \u10e1\u10d0\u10ed\u10d8\u10e0\u10dd, \u10e0\u10dd\u10db \u10e1\u10d0\u10e3\u10d9\u10d4\u10d7\u10d4\u10e1\u10dd \u10e8\u10d4\u10d0\u10e0\u10e9\u10d8\u10dd.<\/p>\n<p><strong>N3<\/strong>: \u10d4\u10e0\u10d7-\u10d4\u10e0\u10d7\u10d8 \u10db\u10d7\u10d0\u10d5\u10d0\u10e0\u10d8 \u10d2\u10d0\u10db\u10dd\u10ec\u10d5\u10d4\u10d5\u10d0 \u10d8\u10e7\u10dd \u10e8\u10d4\u10d6\u10e6\u10e3\u10d3\u10e3\u10da\u10d8 \u10d2\u10d0\u10db\u10dd\u10d7\u10d5\u10da\u10d8\u10d7\u10d8 \u10e0\u10d4\u10e1\u10e3\u10e0\u10e1\u10d8\u10e1\u10d0 \u10d3\u10d0 \u10db\u10ea\u10d8\u10e0\u10d4 \u10db\u10dd\u10dc\u10d0\u10ea\u10d4\u10db\u10d4\u10d1\u10d8\u10e1 \u10de\u10d8\u10e0\u10dd\u10d1\u10d4\u10d1\u10e8\u10d8 \u10db\u10d0\u10e5\u10e1\u10d8\u10db\u10d0\u10da\u10e3\u10e0\u10d0\u10d3 \u10d9\u10d0\u10e0\u10d2\u10d8 \u10e8\u10d4\u10d3\u10d4\u10d2\u10d8\u10e1 \u10db\u10d8\u10e6\u10d4\u10d1\u10d0. \u10d0\u10e1\u10d4\u10d5\u10d4, \u10e5\u10d0\u10e0\u10d7\u10e3\u10da\u10d8 \u10d4\u10dc\u10d8\u10e1\u10d7\u10d5\u10d8\u10e1 \u10db\u10e1\u10d2\u10d0\u10d5\u10e1\u10d8 \u10e2\u10d8\u10de\u10d8\u10e1 \u10db\u10dd\u10d3\u10d4\u10da\u10d4\u10d1\u10d6\u10d4 \u10db\u10e3\u10e8\u10d0\u10dd\u10d1\u10d8\u10e1 \u10de\u10e0\u10d0\u10e5\u10e2\u10d8\u10d9\u10d0 \u10d0\u10e0\u10ea \u10d8\u10e1\u10d4 \u10d2\u10d0\u10d5\u10e0\u10ea\u10d4\u10da\u10d4\u10d1\u10e3\u10da\u10d8\u10d0, \u10e0\u10dd\u10d2\u10dd\u10e0\u10ea \u10db\u10d0\u10d2\u10d0\u10da\u10d8\u10d7\u10d0\u10d3 \u10d8\u10dc\u10d2\u10da\u10d8\u10e1\u10e3\u10e0 \u10d4\u10dc\u10d0\u10d6\u10d4. \u10d0\u10db\u10d8\u10e1 \u10d2\u10d0\u10db\u10dd \u10db\u10dd\u10d2\u10d5\u10d8\u10ec\u10d8\u10d0 \u10e3\u10e4\u10e0\u10dd \u10d8\u10dc\u10dd\u10d5\u10d0\u10ea\u10d8\u10e3\u10e0\u10d8 \u10d3\u10d0 \u10e8\u10d4\u10db\u10dd\u10e5\u10db\u10d4\u10d3\u10d4\u10d1\u10d8\u10d7\u10d8 \u10db\u10d8\u10d3\u10d2\u10dd\u10db\u10d4\u10d1\u10d8\u10e1 \u10db\u10dd\u10e4\u10d8\u10e5\u10e0\u10d4\u10d1\u10d0, \u10d5\u10d8\u10d3\u10e0\u10d4 \u10d0\u10e0\u10e1\u10d4\u10d1\u10e3\u10da\u10d8 \u10d2\u10d0\u10d3\u10d0\u10ec\u10e7\u10d5\u10d4\u10e2\u10d4\u10d1\u10d8\u10e1 \u10e8\u10d4\u10e1\u10ec\u10d0\u10d5\u10da\u10d0 \u10d3\u10d0 \u10d2\u10d0\u10db\u10d4\u10dd\u10e0\u10d4\u10d1\u10d0.<\/p>\n<p><strong>SynapseNLP<\/strong>: \u10e9\u10d5\u10d4\u10dc\u10d8 \u10eb\u10d8\u10e0\u10d8\u10d7\u10d0\u10d3\u10d8 \u10d2\u10d0\u10db\u10dd\u10ec\u10d5\u10d4\u10d5\u10d0 \u10d8\u10e7\u10dd \u10d8\u10e1, \u10e0\u10dd\u10db \u10db\u10dd\u10ea\u10d4\u10db\u10e3\u10da\u10d8 \u10db\u10dd\u10dc\u10d0\u10ea\u10d4\u10db\u10d4\u10d1\u10d8 \u10d0\u10e0 \u10d8\u10e7\u10dd \u10d3\u10d0\u10ed\u10d3\u10d4\u10d5\u10d4\u10d1\u10e3\u10da\u10d8. \u10d8\u10e5\u10d8\u10d3\u10d0\u10dc \u10d2\u10d0\u10db\u10dd\u10db\u10d3\u10d8\u10dc\u10d0\u10e0\u10d4, \u10e0\u10dd\u10db \u10d0\u10db \u10e1\u10d0\u10ee\u10d8\u10e1 \u10d3\u10d0\u10d5\u10d0\u10da\u10d4\u10d1\u10d8\u10e1 \u10d0\u10db\u10dd\u10e1\u10d0\u10ee\u10e1\u10dc\u10d4\u10da\u10d0\u10d3 \u10e1\u10d0\u10ed\u10d8\u10e0\u10dd\u10d0 \u10d3\u10d0\u10ed\u10d3\u10d4\u10d5\u10d4\u10d1\u10e3\u10da\u10d8 \u10db\u10dd\u10dc\u10d0\u10ea\u10d4\u10db\u10d4\u10d1\u10d8, \u10db\u10dd\u10d2\u10d5\u10d8\u10ec\u10d8\u10d0 \u10db\u10d4\u10d7\u10dd\u10d3\u10d8\u10e1 \u10e8\u10d4\u10db\u10e3\u10e8\u10d0\u10d5\u10d4\u10d1\u10d0, \u10e0\u10dd\u10db\u10d4\u10da\u10d8\u10ea \u10d3\u10d0\u10d2\u10d5\u10d4\u10ee\u10db\u10d0\u10e0\u10d4\u10d1\u10dd\u10d3\u10d0 \u10d3\u10d8\u10d3\u10d8 \u10e0\u10d0\u10dd\u10d3\u10d4\u10dc\u10dd\u10d1\u10d8\u10e1 \u10db\u10dd\u10dc\u10d0\u10ea\u10d4\u10db\u10d4\u10d1\u10d8 \u10db\u10ea\u10d8\u10e0\u10d4 \u10d3\u10e0\u10dd\u10e8\u10d8 \u10d4\u10e4\u10d4\u10e5\u10e2\u10e3\u10e0\u10d0\u10d3 \u10d3\u10d0\u10ed\u10d3\u10d4\u10d5\u10d4\u10d1\u10e3\u10da\u10d8\u10e7\u10dd.<\/p>\n<p><em><strong>&#8211; \u10e0\u10d0\u10db\u10d3\u10d4\u10dc\u10d0\u10d3 \u10d0\u10e0\u10d8\u10e1 \u10e8\u10d4\u10e1\u10d0\u10eb\u10da\u10d4\u10d1\u10d4\u10da\u10d8 \u10d7\u10e5\u10d5\u10d4\u10dc\u10e1 \u10db\u10d8\u10d4\u10e0 \u10e8\u10d4\u10db\u10e3\u10e8\u10d0\u10d5\u10d4\u10d1\u10e3\u10da\u10d8 \u10d0\u10da\u10d2\u10dd\u10e0\u10d8\u10d7\u10db\u10d8\u10e1 \u10d2\u10d0\u10dc\u10d6\u10dd\u10d2\u10d0\u10d3\u10d4\u10d1\u10d0?<\/strong><\/em><\/p>\n<p><strong>CharliesAngels<\/strong>: \u10db\u10dd\u10ea\u10d4\u10db\u10e3\u10da\u10d8 \u10d0\u10db\u10dd\u10ea\u10d0\u10dc\u10d8\u10e1 \u10d6\u10dd\u10d2\u10d0\u10d3\u10d8 \u10d3\u10d0\u10ee\u10d0\u10e1\u10d8\u10d0\u10d7\u10d4\u10d1\u10d0 \u10d0\u10e0\u10d8\u10e1 text classification, \u10e0\u10d0\u10ea \u10eb\u10d0\u10da\u10d8\u10d0\u10dc \u10ea\u10dc\u10dd\u10d1\u10d8\u10da\u10d8 \u10d0\u10db\u10dd\u10ea\u10d0\u10dc\u10d0\u10d0 \u10d3\u10d0 \u10e3\u10d0\u10db\u10e0\u10d0\u10d5\u10d8 \u10e1\u10ee\u10d5\u10d0\u10d3\u10d0\u10e1\u10ee\u10d5\u10d0 \u10d9\u10da\u10d0\u10e1\u10d8\u10e4\u10d8\u10d9\u10d0\u10ea\u10d8\u10d8\u10e1\u10d7\u10d5\u10d8\u10e1 \u10e8\u10d4\u10d8\u10eb\u10da\u10d4\u10d1\u10d0 \u10d2\u10d0\u10db\u10dd\u10d5\u10d8\u10e7\u10d4\u10dc\u10dd\u10d7 \u10e9\u10d5\u10d4\u10dc\u10d8 \u10db\u10dd\u10d3\u10d4\u10da\u10d8. \u10db\u10d7\u10d0\u10d5\u10d0\u10e0\u10d8 \u10d8\u10e1\u10d0\u10d0, \u10db\u10dd\u10dc\u10d0\u10ea\u10d4\u10db\u10d4\u10d1\u10d8 \u10e0\u10d0 \u10e1\u10d0\u10ee\u10d8\u10e1 \u10d8\u10e5\u10dc\u10d4\u10d1\u10d0. \u10db\u10d0\u10d2\u10d0\u10da\u10d8\u10d7\u10d0\u10d3, \u10d7\u10e3 \u10db\u10d8\u10d6\u10d0\u10dc\u10d8\u10d0, \u10e0\u10dd\u10db \u10e2\u10d4\u10e5\u10e1\u10e2\u10d8\u10e1 \u10db\u10d8\u10ee\u10d4\u10d3\u10d5\u10d8\u10d7 1 \u10d3\u10d0\u10dc 5 \u10db\u10d3\u10d4 \u10d0\u10e4\u10d0\u10e1\u10d4\u10d1\u10d3\u10d4\u10e1 \u10db\u10dd\u10d3\u10d4\u10da\u10d8 \u10e0\u10d0\u10db\u10d3\u10d4\u10dc\u10d0\u10d3 \u10e2\u10dd\u10e5\u10e1\u10d8\u10d9\u10e3\u10e0\u10d8 \u10e2\u10d4\u10e5\u10e1\u10e2\u10d8\u10d0 \u10d0\u10dc \u10e0\u10d0\u10db\u10d3\u10d4\u10dc\u10d0\u10d3 \u10d9\u10d4\u10d7\u10d8\u10da\u10d0\u10d3 \u10d0\u10e0\u10d8\u10e1 \u10d2\u10d0\u10dc\u10ec\u10e7\u10dd\u10d1\u10d8\u10da\u10d8 \u10db\u10dd\u10db\u10ee\u10db\u10d0\u10e0\u10d4\u10d1\u10d4\u10da\u10d8 \u10e9\u10d5\u10d4\u10dc\u10d3\u10d0\u10db\u10d8, \u10d4\u10e1 \u10d0\u10db\u10dd\u10ea\u10d0\u10dc\u10d0 \u10d0\u10d5\u10e2\u10dd\u10db\u10d0\u10e2\u10e3\u10e0\u10d0\u10d3 \u10d8\u10d2\u10d8\u10d5\u10d4 \u10db\u10dd\u10d3\u10d4\u10da\u10d8\u10d7 \u10e8\u10d4\u10d8\u10eb\u10da\u10d4\u10d1\u10d0 \u10d2\u10d0\u10d3\u10d0\u10d8\u10ed\u10e0\u10d0\u10e1, \u10db\u10d7\u10d0\u10d5\u10d0\u10e0\u10d8\u10d0 \u10d0\u10e0\u10e1\u10d4\u10d1\u10dd\u10d1\u10d3\u10d4\u10e1 \u10e8\u10d4\u10e1\u10d0\u10d1\u10d0\u10db\u10d8\u10e1\u10d0\u10d3 \u10d3\u10d0\u10ed\u10d3\u10d4\u10d5\u10d4\u10d1\u10e3\u10da\u10d8 \u10db\u10dd\u10dc\u10d0\u10ea\u10d4\u10db\u10d4\u10d1\u10d8.<\/p>\n<p><strong>N3<\/strong>: \u10db\u10dd\u10d3\u10d4\u10da\u10d8\u10e1 \u10e0\u10d4\u10d0\u10da\u10e3\u10e0 \u10d1\u10d8\u10d6\u10dc\u10d4\u10e1-\u10d2\u10d0\u10e0\u10d4\u10db\u10dd\u10e8\u10d8 \u10d3\u10d0\u10dc\u10d4\u10e0\u10d2\u10d5\u10d0\u10d3\u10dd\u10d1\u10d0 \u10d4\u10e0\u10d7-\u10d4\u10e0\u10d7\u10d8 \u10db\u10dc\u10d8\u10e8\u10d5\u10dc\u10d4\u10da\u10dd\u10d5\u10d0\u10dc\u10d8 \u10d9\u10e0\u10d8\u10e2\u10d4\u10e0\u10d8\u10e3\u10db\u10d8 \u10d8\u10e7\u10dd. \u10e9\u10d5\u10d4\u10dc \u10db\u10d0\u10e5\u10e1\u10d8\u10db\u10d0\u10da\u10e3\u10e0\u10d0\u10d3 \u10e8\u10d4\u10d5\u10d4\u10ea\u10d0\u10d3\u10d4\u10d7, \u10d2\u10d0\u10d2\u10d5\u10d4\u10d7\u10d5\u10d0\u10da\u10d8\u10ec\u10d8\u10dc\u10d4\u10d1\u10d8\u10dc\u10d0 \u10d4\u10e1 \u10db\u10dd\u10d7\u10ee\u10dd\u10d5\u10dc\u10d0. \u10e1\u10d0\u10d1\u10dd\u10da\u10dd\u10dd \u10e8\u10d4\u10d3\u10d4\u10d2\u10e8\u10d8 \u10d8\u10e1\u10d4\u10d7\u10d8 \u10db\u10dd\u10d3\u10d4\u10da\u10d8 \u10db\u10d8\u10d5\u10d8\u10e6\u10d4\u10d7, \u10e0\u10dd\u10db\u10d4\u10da\u10d8\u10ea \u10dc\u10d4\u10d1\u10d8\u10e1\u10db\u10d8\u10d4\u10e0 \u10de\u10d0\u10e2\u10d0\u10e0\u10d0 \u10da\u10d4\u10de\u10e2\u10dd\u10de\u10e1\u10d0 \u10d7\u10e3 \u10e2\u10d4\u10da\u10d4\u10e4\u10dd\u10dc\u10d6\u10d4\u10ea \u10d9\u10d8 \u10db\u10d0\u10e0\u10e2\u10d8\u10d5\u10d0\u10d3 \u10d2\u10d0\u10d4\u10e8\u10d5\u10d4\u10d1\u10d0 \u10d3\u10d0 \u10e2\u10d4\u10e5\u10dc\u10d8\u10d9\u10e3\u10e0\u10d8 \u10e8\u10d4\u10d6\u10e6\u10e3\u10d3\u10d5\u10d4\u10d1\u10d8\u10e1 \u10d2\u10d0\u10e0\u10d4\u10e8\u10d4 \u10d2\u10d0\u10dc\u10d5\u10d8\u10d7\u10d0\u10e0\u10d3\u10d4\u10d1\u10d0.<\/p>\n<p><strong>SynapseNLP<\/strong>: \u10e9\u10d5\u10d4\u10dc \u10db\u10d8\u10d4\u10e0 \u10e8\u10d4\u10db\u10e3\u10e8\u10d0\u10d5\u10d4\u10d1\u10e3\u10da\u10d8 \u10d2\u10d0\u10d3\u10d0\u10ec\u10e7\u10d5\u10d4\u10e2\u10d8\u10e1 \u10d2\u10d0\u10dc\u10d6\u10dd\u10d2\u10d0\u10d3\u10d4\u10d1\u10d0 \u10e8\u10d4\u10e1\u10d0\u10eb\u10da\u10d4\u10d1\u10d4\u10da\u10d8\u10d0. \u10d0\u10db\u10df\u10d0\u10db\u10d0\u10d3 \u10d8\u10e1 \u10d9\u10dd\u10dc\u10d9\u10e0\u10d4\u10e2\u10e3\u10da\u10d0\u10d3 \u10db\u10e3\u10e8\u10d0\u10dd\u10d1\u10e1 \u10db\u10ee\u10dd\u10da\u10dd\u10d3 \u10e1\u10d4\u10dc\u10e2\u10d8\u10db\u10d4\u10dc\u10e2 \u10d0\u10dc\u10d0\u10da\u10d8\u10d6\u10d8\u10e1 \u10d0\u10db\u10dd\u10ea\u10d0\u10dc\u10d8\u10e1 \u10d0\u10db\u10dd\u10e1\u10d0\u10ee\u10e1\u10dc\u10d4\u10da\u10d0\u10d3, \u10d7\u10e3\u10db\u10ea\u10d0, \u10db\u10ea\u10d8\u10e0\u10d4 \u10db\u10dd\u10d3\u10d8\u10e4\u10d8\u10d9\u10d0\u10ea\u10d8\u10d8\u10d7 \u10d0\u10e1\u10d4\u10d5\u10d4 \u10e8\u10d4\u10e1\u10d0\u10eb\u10da\u10d4\u10d1\u10d4\u10da\u10d8\u10d0 \u10d8\u10db\u10e3\u10e8\u10d0\u10dd\u10e1 \u10d1\u10e3\u10dc\u10d4\u10d1\u10e0\u10d8\u10d5\u10d8 \u10d4\u10dc\u10d8\u10e1 \u10e1\u10ee\u10d5\u10d0 \u10d0\u10db\u10dd\u10ea\u10d0\u10dc\u10d4\u10d1\u10d8\u10e1 \u10d0\u10db\u10dd\u10e1\u10d0\u10ee\u10e1\u10dc\u10d4\u10da\u10d0\u10d3\u10d0\u10ea.<\/p>\n","protected":false},"excerpt":{"rendered":"\u10e1\u10d0\u10e5\u10d0\u10e0\u10d7\u10d5\u10d4\u10da\u10dd\u10e1 \u10d1\u10d0\u10dc\u10d9\u10d8\u10e1 Data Challenge-\u10d8\u10e1 \u10db\u10d4\u10dd\u10e0\u10d4 \u10e1\u10d4\u10e0\u10d8\u10d8\u10e1 \u10d2\u10d0\u10db\u10d0\u10e0\u10ef\u10d5\u10d4\u10d1\u10e3\u10da\u10d4\u10d1\u10d8 \u10d2\u10d0\u10db\u10dd\u10d5\u10da\u10d8\u10dc\u10d3\u10dc\u10d4\u10dc! \u10e8\u10d4\u10d8\u10e2\u10e7\u10d5\u10d4\u10d7, \u10e0\u10d0 \u10d8\u10dc\u10dd\u10d5\u10d0\u10ea\u10d8\u10e3\u10e0 \u10e2\u10d4\u10e5\u10dc\u10dd\u10da\u10dd\u10d2\u10d8\u10d4\u10d1\u10d6\u10d4 \u10db\u10e3\u10e8\u10d0\u10dd\u10d1\u10d3\u10dc\u10d4\u10dc \u10d2\u10e3\u10dc\u10d3\u10d4\u10d1\u10d8 \u10d3\u10d0 \u10e0\u10d0 \u10d2\u10d0\u10db\u10dd\u10ec\u10d5\u10d4\u10d5\u10d4\u10d1\u10d8 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