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RAG?̐??x???o?Ȃ??̂͂Ȃ??H?@?ǂ??????炢???ł????H?F????AI???Y?ݑ??k???i2?j?i1/2 ?y?[?W?j
????AI?ւ̎??g?݂łƂĂ??悭???????̂́A?uRAG?̐??x???o?Ȃ??v?Ƃ????Y?݂ł??B????́A?悭??????P?[?X??l?????錴???A???P??ɂ??āA??G???W?j?A?̊F????ɕ?????悤?ɏڂ??????????܂??B
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RAG??????Ă݂????A?v???悤?ȉ??????Ȃ??B???x???グ?邽?߂ɂ͉???????????̂?
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?@????AI?̃u?[???ƂƂ???RAG?????p??????????????Ă??܂??????A????ŁuRAG?v?Ƃ????Ă????܂??܂Ȏd?g?݂?A?v???[?`??????A???x???ȒP?ɍ??߂?͈̂ӊO?Ɠ???̂?????ł??B
?@?????Ŗ{?L???ł́ARAG?̐??x?????コ???邽?߂̂?????Ƃ????H?v????A???H?I?Ȋ??p???@?܂ł????Љ?????Ǝv???܂??B
???炽?߂?RAG???ĉ??H
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?@RAG?Ƃ́uRetrieval-Augmented Generation?v?̗??̂ŁA???{??ł́u?????g???????v?ƌĂ?邱?Ƃ??????ł??BAI???????u?m???Ă??邱?Ɓv????̂ł͂Ȃ??A?O???̃f?[?^?????????邱?ƂŒm?????g?????A??????d?g?݂ɂȂ?܂??B?l?Ԃ??????̒m??Ȃ????Ƃ????₳?ꂽ?Ƃ??ɁA?}?j???A???Ȃǂ̏??ׂȂ?????l????C???[?W?ł??B
RAG?́g???邠??h???s?k
?@????AI?Z?p?̉????ɂ???āA???m?????Ȃ??Ă??u?Ƃ肠????RAG?????Ă݂?v???Ƃ????₷???Ȃ??Ă??܂????B???̔??ʁA?u?????z?肵?Ă????قǂ??܂??????Ȃ??v?Ƃ????ǂɒ??ʂ??邱?Ƃ????????Ǝv???܂??B
?@??̓I?ȉ??????@?̑O?ɁA?܂???RAG????????ɂ悭???鎸?s?????????グ?Ă݂܂??B
1.?~???????????ʂ??擾?ł??Ȃ?
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?@?ڂ????͌?قǐ??????܂????A?L?[???[?h???????̎??????ƁA?Ӗ??͓????p??ł??A?킸???ȗh?炬?i?u?ڑ??ݒ?v?Ɓu?R?l?N?V?????ݒ?v?Ȃǁj???e?????邱?Ƃ??????ł??B?܂??A?x?N?g???????̏ꍇ?ł??A???p???ŗL?????̂悤?ȁA???????????̒??ɕ??y???Ă??Ȃ????t?̏ꍇ?A?Ӗ??????ݎ???Ă???Ȃ????Ƃ͒?????????܂???B
2.?擾???????͂????ꂢ?ɂȂ?Ȃ?
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?@????ɁA?X?N???[???V???b?g??}?\???ɑ????}???????????ł́A???o?I?Ȕz?u?W?i?c???̈ʒu???j??l?Ԃ̎??_?Ɠ??l?ɔF?????邱?Ƃ?????ƂȂ?ꍇ??A????AI???f???ɂ???Ă͂????????e?L?X?g?????Ή????Ă??炸?A?摜??F?????Ă??Ȃ??ꍇ??????܂??B ???ʂƂ??āA?Ɉ??p???ꂽ???͂?AI???????????ꂸ?A?ł???߂Ȍ??ʂ????邱?Ƃ????Ȃ?????܂???B
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?@??قǂ??????G??܂??????ARAG?ň????ۂɂ̓h?L???????g???????ȒP?ʂ̕??͂ɕ??????܂??B??????u?`?????L???O?v?ƌĂт܂????A???͂̋????????܂??????Ȃ????߂ɐ??x???オ??Ȃ????Ƃ?????܂??B
?@?Ⴆ?A???????̓r???Ńy?[?W????????Ă??邽?ߕ??͂??????I?ɕ???????Ă??܂??A?O???ƌ㔼???ʂ̕??͂ɐ藣????邱?Ƃ?????܂??B???ʂƂ??Č????ł͑O???????q?b?g?????A?̐S?̌㔼?i??̓I?Ȏ菇??????Ȃǁj????肱?ڂ????A?Ƃ??????P?[?X???p?????܂??B
?@????ɁA1?̕??͂????????āA?u?????̘b?肪?ЂƂ܂Ƃ߂ɂ????v???Ƃ?????A?{???͕ʁX?Ɉ???????????????Ă??܂?????????܂??B???̂??߁A?Ɏg??ꂽ?e?L?X?g???u??????????Ȃ??v?u?Ԉ???Ă͂??Ȃ????]?v?ȏ????????v?Ɗ??????邱?Ƃ??????̂ł??B
?@???̖??̓`?????N?T?C?Y?╪?????@?i?i???P?ʂɂ??邩?A???g?[?N?????Ő邩?Ȃǁj?ɋ????ˑ????邽?߁A?K?Ȑv?????߂??܂??B
4.?~???????͂??擾?ł??Ă???̂ɁA???ǂ??Ȃ?Ȃ?
?@?????܂ł̃P?[?X?Ƃ͋t?ɁA?u???????̂͂??܂??????Ă???̂ɁA?ŏI?I?ȉ????܂????v?Ƃ??????Ƃ??悭????܂??B?Ⴆ?Ό????ΏۂƂ????h?L???????g?̊Y???????͂????ƎQ?Ƃ???Ă???̂ɁA???v?_???O???Ă??邱?Ƃ?????܂??B???̔w?i?Ƃ??āA?ŏI?I??AI?֓?????v?????v?g?ōׂ????????????f????Ă??Ȃ????Ƃ?????܂??B
?@RAG?̐?????A???????????͂??ǂ??܂Ƃ߂Đ???AI?ɓn?????ɂ???āA???傫?????E????܂??B?????????̂܂?AI?ɓn???ƁA?d?v?ȓ??e????????邱?Ƃ?????܂??B???͊Ԃ̂Ȃ?????l?????Ȃ??ꍇ?????l?ł??B
?@???ʂƂ??āu?K?v?ȏ??͓????Ă???̂ɍŏI?I?ȓ??????Ԉ???Ă???v?u?????I?ɐ?????????ǑS?̂Ƃ??ăY???Ă???v?Ƃ??????A??a???̂???o?͂ɂȂ????Ă??܂??܂??B
RAG?̐??x????̂??߂̃A?v???[?`
?@????܂ł́uRAG?̂??邠?鎸?s?k?v???Љ?܂????B?u????????????Ȃ??v?@?u???͂????ꂢ?Ɏ??Ȃ??v?ȂǁARAG??????ΒN??????x?͌o??????Y?݂??Ǝv???܂??B
?@????????́A???????ǂ???????RAG?̐??x?????߂Ă?????̂??A???̃A?v???[?`?????Ă݂܂??B
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