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Contents

• List of Tables
• List of Figures
• 縺ｯ縺倥ａ縺ｫ
• 蜈郁｡檎�皮ｩｶ
  • Focal Loss繧貞茜逕ｨ縺励◆BERT縺ｫ繧医ｋ蟆剰ｪｬ縺ｮ谿ｵ關ｽ蠅�阜謗ｨ螳�
  • 闍ｱ隱槭�譁�ｫ�縺ｮ蠖｢蠑乗ｮｵ關ｽ縺ｮ謗ｨ螳�
  • 讖滓｢ｰ蟄ｦ鄙偵ｒ逕ｨ縺�◆闍ｱ隱�,繝峨う繝�ｪ�,繧ｮ繝ｪ繧ｷ繝｣隱槭�譁�ｫ�縺ｮ蠖｢蠑乗ｮｵ關ｽ縺ｮ謗ｨ螳�
  • 蜿榊ｾｩ隱槭�譁�俣霍晞屬繧堤畑縺�◆諢丞袖谿ｵ關ｽ縺ｮ謗ｨ螳�
  
  
• 蝠城｡瑚ｨｭ螳壹→謠先｡域焔豕�
  • 蝠城｡瑚ｨｭ螳�
  • 蟄ｦ鄙偵ヤ繝ｼ繝ｫ
    • 譛€螟ｧ繧ｨ繝ｳ繝医Ο繝斐�豕�
    • BERT
    • 繧ｵ繝昴�繝医�繧ｯ繝医Ν繝槭す繝ｳ豕�
  • 謠先｡域焔豕�
    • 譛€螟ｧ繧ｨ繝ｳ繝医Ο繝斐�豕輔〒縺ｮ謗ｨ螳壽婿豕�
    • BERT縺ｧ縺ｮ謗ｨ螳壽婿豕�
    • 繧ｵ繝昴�繝医�繧ｯ繝医Ν繝槭す繝ｳ豕輔〒縺ｮ謗ｨ螳壽婿豕�
  • 邏�諤ｧ蛻�梵
    • 譛€螟ｧ繧ｨ繝ｳ繝医Ο繝斐�豕輔〒縺ｮ邏�諤ｧ蛻�梵
    • 豁｣隕丞喧ﾎｱ蛟､
    • 3蜊倩ｪ樣€｣邯壹ｒ逕ｨ縺�◆BERT縺ｮ邏�諤ｧ蛻�梵
  
  
• 螳滄ｨ鍋ｵ先棡
  • 螳滄ｨ甜譛€螟ｧ繧ｨ繝ｳ繝医Ο繝斐�豕評
    • 螳滄ｨ捺婿豕�
    • 螳滄ｨ鍋ｵ先棡(譁ｰ閨櫁ｨ倅ｺ�)
    • 螳滄ｨ鍋ｵ先棡(蟆剰ｪｬ)
  • 螳滄ｨ甜BERT]
    • 螳滄ｨ捺婿豕�
    • 螳滄ｨ鍋ｵ先棡(譁ｰ閨櫁ｨ倅ｺ�)
    • 螳滄ｨ鍋ｵ先棡(蟆剰ｪｬ)
  • 螳滄ｨ甜繧ｵ繝昴�繝医�繧ｯ繝医Ν繝槭す繝ｳ豕評
    • 螳滄ｨ捺婿豕�
    • 螳滄ｨ鍋ｵ先棡(譁ｰ閨櫁ｨ倅ｺ�)
    • 螳滄ｨ鍋ｵ先棡(蟆剰ｪｬ)
  • 譁ｰ閨櫁ｨ倅ｺ九�謗ｨ螳夂ｲｾ蠎ｦ縺ｮ豈碑ｼ�→閠�ｯ�
  • 蟆剰ｪｬ縺ｮ謗ｨ螳夂ｲｾ蠎ｦ縺ｮ豈碑ｼ�→閠�ｯ�
  
  
• 邏�諤ｧ蛻�梵
  • 譛€螟ｧ繧ｨ繝ｳ繝医Ο繝斐�豕輔〒縺ｮ邏�諤ｧ蛻�梵
    • 譁ｰ閨櫁ｨ倅ｺ九�邏�諤ｧ
    • 蟆剰ｪｬ縺ｮ邏�諤ｧ
  • 3蜊倩ｪ樣€｣邯壹ｒ逕ｨ縺�◆BERT縺ｮ邏�諤ｧ蛻�梵
    • 譁ｰ閨櫁ｨ倅ｺ九�邏�諤ｧ
    • 蟆剰ｪｬ縺ｮ邏�諤ｧ
  
  
• 莉雁ｾ後�隱ｲ鬘�
• 縺翫ｏ繧翫↓
• 蜿り€�枚迪ｮ