
ChatGPTďźä˝żăĺăčĄďźżAIăŤăăă°ăć¸ăăăăăăăŤăˇăăźăˇă§ăłçĽăăă ăŁăă
ćčżăChatGPTă§ăăă°ăć¸ăăŚăăäşşăĺ˘ăăŚăăžăă
AIăćă¤éŤăćçŤ ĺăŻăä˝č
ăŽăăă°ççŁć§ă大ăăä¸ăăăă¨ăă§ăăžăăăŁăăăăăăăăăăŽĺ ´ĺăć´ťç¨ăŽäťćšăŤ3ă¤ăŽćĄäťśăăăăžăă
1çŞçŽăŻăçćăăăč¨äşăăćŹĺ˝ăŤčŞĺăŽćĺłăăŚăăăă¨ăă粞ćťăăĺ°ăă§ăéĺćăćăăăă匼ĺăăĺžšĺşçăŤäżŽćŁăăăă¨ă
2çŞçŽăŻăAIăŽăăŤăˇăăźăˇă§ăłďźAIăĺăă¤ăăă¨ďźăčŚç ´ăăčłéăăŽčŻă襨çžăč¨čăŤćăăăăŞăăă¨ăäşĺŽă¨ç°ăŞăăă¨ăčŚç ´ăăćąşăăŚĺŚĽĺăăŞăăă¨ă
3çŞçŽăŻăčŞĺăŽäźăăăăă¨ăĺşăăŚăăAIăć´ťç¨ăăă
1ďźAIăŤăăă°ăć¸ăăăăăăăŤăˇăăźăˇă§ăłçĽăă ăŁă
ç§ăŽč¨äşăŻăçžĺ¨269č¨äşăăăžăă
ĺ
¨ăŚç§ăŽčăăćłăăčžźăăăăŽă§ăăăăăŽćŹčłŞă§ăăăăžăă
ăăă§ăChatGPTăŽGPTď˝ăŤ269č¨äşăPDFăŤăăŚKnoeledgeăŤă˘ăăăăźăăăŚă
ăçĽčă¨çĽćľăŽéăăăçĽćľăć´ťç¨ăăŚććăä¸ăăćšćłăŤă¤ăăŚčăăŚăăăă ăăŠăéĺťăŽč¨äşăĺŚçżăăŚăăăăŽć§ćă§č¨äşăć¸ăăŚăżăŚă
ăŁă¨čłŞĺăăăăăăăŞč¨äşăĺşćĽä¸ăăăžăăă
ăGPTď˝ă§ć¸ăăăăă°č¨äşăĺć
ăăźăďźçĽčă¨çĽćľăŽéăăăăăŚććăŤçšăăăăăŽćšćł
çăăăŻăć°ăăçĽčăĺžăă¨ăăŤăăăăăăŤĺŽčˇľăŤç§ťăăă¨ăă§ăăăăăŠăăăćăăăăăă¨ăŻăăăžăăăďźäžăă°ăăă¸ăăšć¸ăčŞăă§ăăăă ďźăă¨ćăŁăă˘ă¤ăă˘ăăăăŤä˝żăăă¨ăăăăăŠăăăžăăăăŞăăŁăçľé¨ăăăăăăăăžăăăăăŽçľćăăăŁăăăŽĺŚăłăć´ťăăăăăćéă ăăéăăŚăăžăăă¨ăăăăžăă
ăăŽăăă°ă§ĺăä¸ăăĺéĄăćăăăŤăă
ăăŽăăă°ă§ăŻăăçĽčăăŠăŽăăăŤĺŽčˇľăŤç§ťăăçĽćľăŤĺ¤ăăŚăăăăăŤă¤ăăŚčăăŚăżăăă¨ćăăžăăĺ¤ăăŽäşşăăć°ăăć ĺ ąăăšăăŤăĺžăŚăăăăăăăžăć´ťç¨ă§ăăăŤćŠăă§ăăžăăć ĺ ąéĺ¤ăŽçžäťŁă§ăŻăăă çĽčăćăŁăŚăăă ăă§ăŻĺĺă§ăŻăŞăăăăăăŠăŽăăăŤć´ťç¨ăăŚććăŤçľăłă¤ăăăăéčŚă§ăă
ăŞăăăăŞĺéĄă辡ăăŁăŚăăăŽă䝎誏ăçŤăŚă
ăžăăăŞăăăŽăăăŞĺéĄă辡ăăăŽă§ăăăăďźčăăăăĺĺ ă¨ăăŚäťĽä¸ăŽ3ă¤ăćăăăăžăăć ĺ ąăŽĺć¨é¸ćăă§ăăŞă - ă¤ăłăżăźăăăăć¸çąăăč¨ĺ¤§ăŞć ĺ ąăĺžăăăçžäťŁă§ăŻăăŠăŽć ĺ ąăćŹĺ˝ăŤäžĄĺ¤ăăăăŽăăčŚćĽľăăăă¨ăéŁăăă§ăă
ĺŽčˇľăăç°ĺ˘ăć´ăŁăŚăăŞă - ć°ăăçĽčă芌ăćŠäźăç°ĺ˘ăć´ăŁăŚăăŞăăăăĺŽčˇľăăĺăŤă˘ăăăźăˇă§ăłăä¸ăăŁăŚăăžăăžăă
ăăŁăźăăăăŻăŽä¸čśł - ĺŽčˇľăăŚăăăŽçľćăŤĺŻžăăéŠĺăŞăăŁăźăăăăŻăĺžăăăŞăăăăćšĺăŽćšĺć§ăčŚăăŞăăžăžçśăăăă¨ăŤăŞăăăĄă§ăă
č¤ć°ăŽäťŽčŞŹăăăć šćŹçăŞĺéĄăč§ŁćąşăăšăĺéĄăĺăä¸ăă
ăăăăŽäťŽčŞŹăăăć šćŹçăŞĺéĄă¨ăăŚăçĽčăçĽćľăŤĺ¤ăăăăăŽä˝çłťçăŞă˘ăăăźăăä¸čśłăăŚăăăăă¨ăćăăăăžăăçĽčăĺžăă ăă§ăŻăŞăăăăăĺŽčˇľăăçľćăć¤č¨źăăćšĺăăŚăăăăăťăšăéčŚă§ăăăăŽăăăťăšăä˝çłťçăŤčĄăăă¨ă§ăĺžăçĽčăĺšćçăŤć´ťç¨ă§ăăăăăŤăŞăăžăă
課éĄăč§ŁćąşăăăăăŽĺ ˇä˝çăŻčĄĺăč§Łćąşçăć示ăă
ă§ăŻăĺ ˇä˝çăŤăŠăŽăăăŞčĄĺăĺăă°čŻăăŽă§ăăăăďźäťĽä¸ăŽ5ă¤ăŽăšăăăăććĄăăžăăć ĺ ąăŽć´çă¨ĺŞĺ é ä˝ăŽč¨ĺŽ - ĺžăć ĺ ąăć´çăăčŞĺăŤă¨ăŁăŚćŹĺ˝ăŤĺż čŚăŞć ĺ ąăčŚćĽľăăăă¨ă大ĺă§ăăăăŽăăăŤăć ĺ ąăŽĺć¨é¸ćăčĄăăĺŞĺ é ä˝ăč¨ĺŽăăžăă
ĺ°ăăŞĺŽčˇľăăĺ§ăă - 大ăăŞăăă¸ă§ăŻăăçŽć¨ăŤĺăçľăĺăŤăĺ°ăăŞĺŽčˇľăăĺ§ăăŚćĺä˝é¨ăçŠăżéăăăă¨ă§ăčŞäżĄăă¤ăăŚăăăžăă
ăăŁăźăăăăŻăĺăăç°ĺ˘ăä˝ă - ĺĺăä¸ĺ¸ăăĄăłăżăźăăăŽăăŁăźăăăăŻăĺăăăă¨ă§ăčŞĺăŽĺŽčˇľăăŠăŽç¨ĺşŚĺšćçă§ăăŁăăă確čŞăăćšĺçšăčŚă¤ăăžăă
ĺŚăłăŽćŻăčżăă¨č¨é˛ - ĺŽčˇľăăĺ 厚ăĺžăăăććăč¨é˛ăăĺŽćçăŤćŻăčżăăă¨ă§ăçĽčăçĽćľăŤĺ¤ăăéç¨ăĺŻčŚĺăăžăă
çśçśçăŞćšĺă¨éŠĺż - ăăŁăźăăăăŻăćŻăčżăăĺşăŤă常ăŤćšĺçšăčŚă¤ăăŚĺŽčˇľăŤĺć ăăăç°ĺ˘ăŽĺ¤ĺăŤéŠĺżăăŚăăăžăă
ăžă¨ă
çĽčăĺŽčˇľăŤç§ťăăçĽćľăŤĺ¤ăăŚăăăăăŤăŻăä˝çłťçăŞă˘ăăăźăăĺż čŚă§ăăć ĺ ąăŽć´çăĺŽčˇľăŽéĺ§ăăăŁăźăăăăŻăŽĺăĺăăĺŚăłăŽč¨é˛ăçśçśçăŞćšĺă¨ăăŁăăăăťăšăçš°ăčżăăă¨ă§ăçĽčăĺšćçăŤć´ťç¨ăăććăä¸ăăăă¨ăă§ăăžăăçăăăăă˛ăăăŽă˘ăăăźăă芌ăăŚăżăŚăă ăăăĺż ăććăä¸ăăăă¨ăĺŽćă§ăăăŻăă§ăă
č¨äşăčŞăă¨ăĺ°¤ăăăăĺ
ąćă§ăăăă¨ăč¨ăŁăŚăăăŽă§ăăăăćŹĺ˝ăŤç§ăŽăăă°ăčŞăă§ăăŽďźăăăChatGPTĺďźăăŁă¨ĺăćăăăăŞăăăăŞč¨äşă§ăă
ăžă ăŤăăŤăˇăăźăˇă§ăłçĽăăŽăŞăłăăŹăźăă§ăă
2ďźçľśĺŻžăŤĺăă¤ăăŞăAIăä˝ăŁăŚăżăăăç§ăŽĺ躍ďźăăăďźăŤăŞăŁă
ChatGPTăŽGPTď˝ă¨ăăäťçľăżă使ăă¨ăPDFăăĄă¤ăŤăAIăŤĺŚçżăăăŚăăăăĺ ăŤçăăçćăăăă¨ăă§ăăžăă
ăăăăAIăăŠăăžă§çé˘çŽăŤPDFăăĄă¤ăŤăĺç §ăăăăŻAI揥珏ăćă ăŚăźăśăźăŤăŻćŹĺ˝ăŽă¨ăăĺăăăŞăăă§ăăăăăăăŤăˇăăźăˇă§ăłăŽĺ ĺśăŞăă§ăă
ăăă§ăăăŤăˇăăźăˇă§ăłăăťăź100ďź éżăăćšćłăä˝ăŁăŚăżăžăăă
ç°ĄĺăŤč¨ăă¨ă279ĺăŽPDFăŽä¸ăăéčŚăŞăŻăźăćŻăŤă¤ăłăăăŻăšçŞĺˇăă¤ăăŚă¤ăłăăăŻăšăăĄă¤ăŤăä˝ăăăŚăźăśăźăŽčłŞĺăŤé˘éŁăăé¨ĺăčŚă¤ăă ăă¨ăăćšćłă§ăă
ăăăRAGďźRetrieval-Augmented Generationďźć¤ç´˘ćĄĺźľçćďźă¨č¨ăăžăă
äžăă°ăAIăŤăăăŞčłŞĺăăăŚăżăžăă
ăçĽčă¨çĽćľăŽéăăăăăŚććăŤçšăăăăăŽćšćłăŤă¤ăăŚćăăŚă
ăăă¨279ĺăŽă¤ăłăăăŻăšăăĄă¤ăŤăŤç´ćĽă˘ăŻăťăšăăé˘éŁăăźăŻăźăăčŚă¤ăĺşăăAIăćçŤ ăçćăăćšćłă§ăă
ăăŽçľćă䝼ä¸ăŽăăăŞăăŤăˇăăźăˇă§ăłďźAIăŽĺďźăćŽăŠăŞăăăăă°ăçćăăăžăăă
ĺžăŻăćçŤ ăŽč¨ăĺăăŽăăŠăăˇăĽă˘ăăă¨ăć§ćăŽäżŽćŁăăăă°ăç§ăŽăăă°č¨äşă¨ăăŚćĽăăăăăŞăĺ 厚ăŤăŞăăžăă
ăRAGă使ăŁăŚć¸ăăăăă°č¨äşăĺć
ăăźăďźçĽčă¨çĽćľăŽéăăăăăŚććăŤçšăăăăăŽćšćł
čŞč ăŽçăăăŻăăăăŞçľé¨ăŻăăăžăăăďźăă¸ăăšć¸ăä˝ĺăčŞăă§ăçĽčăăŠăăŠăĺ¸ĺăăŚăăă¤ăăăŞăŽăŤăĺŽéăŽäťäşă§ăăŽçĽčăć´ťăăăŚăăŞăă¨ćăăăă¨ăĺŚăă ăă¨ăĺŽéăŤä˝żăăă¨ăăŚăăăŠăăăăžăăăăŞăăăăăŻĺăŤçĽčăçĽćľăŤĺ¤ćă§ăăŚăăŞăăă¨ăĺĺ ăăăăăžăăăäťĺăŻăçĽčă¨çĽćľăŽéăăćăăăŤăăăăăććăŤçšăăăăăŽćšćłăŤă¤ăăŚčăăŚăżăžăăăă
1. çĽčă¨çĽćľăŽéăă¨ăŻďź
çĽčă¨ăŻăć ĺ ąăćŚĺżľăŽéçŠă§ăăăăăŻćŹăčŞăă ăăčŹçžŠăĺăăăăăăă¨ă§ĺžăăăăăŽă§ăăäžăă°ăăćĺăăăăăŤăŻPDCAăľă¤ăŻăŤăĺăăă¨ăéčŚă ăă¨ăăçĽčăŻăĺ¤ăăŽăă¸ăăšć¸ăăťăăăźă§čŞăăăä¸čŹçăŞć ĺ ąă§ăă
ä¸ćšăçĽćľă¨ăŻăăăŽçĽčăĺŽéăŤä˝żăăăŞăăŚăçśćłăŤĺżăăéŠĺăŞĺ¤ćăčĄĺăă§ăăč˝ĺă§ăăçĽčăăä˝ăăăăăăćăăŚăăăăŽăŤĺŻžăăŚăçĽćľăŻăăŠăăăŁăŚăăăăăăăăĺ°ăăžăăçĽćľăŻĺŽéăŽçľé¨ăéăăŚĺžăăăăăŽă§ăăăĺăŞăć ĺ ąăŽéçŠă§ăŻăŞăăăăăĺşăŤăăĺżç¨ĺăć´ĺŻĺă§ăââă
2. çĽčăçĽćľăŤĺ¤ăăăăăťăš
ă§ăŻăçĽčăçĽćľăŤĺ¤ăăăăăŤăŻăŠăăăă°ăăăŽă§ăăăăďźäťĽä¸ăŽăšăăăăćĺšă§ăăçĽčăŽć´ç: ăžăăĺŚăă çĽčăć´çăăžăăăăĺăŤé ăŤčаăčžźăă ăă§ăŻăŞăăä˝ăéčŚăŞăŽăăć確ăŤăăăă¨ă大ĺă§ăăäžăă°ăĺŚăă ĺ 厚ăăä˝ă辡ăăŁăăŽăďźWhatďźăăăŞăăăăŞăŁăăŽăďźWhyďźăăăŠăăăă°ăăăŽăďźHowďźăă¨ăăăăŹăźă ăŻăźăŻă§ć´çăăă¨ăçč§Łă桹ăžăăžăââă
ĺŽčˇľă¨ăăŁăźăăăăŻ: çĽčăĺŽéăŽćĽĺă§čŠŚăăŚăżăăă¨ăéčŚă§ăăăăăŚăăăŽçľćăćŻăčżăăä˝ăăăžăăăŁăăŽăăä˝ăăăžăăăăŞăăŁăăŽăăĺćăăžăăăăŽăăŁăźăăăăŻăŤăźăăçš°ăčżăăă¨ă§ăçĽčăĺžă ăŤčŞĺăŽăăŽă¨ăŞăăçĽćľă¸ă¨ĺ¤ăăŁăŚăăăžăââă
äťč ă¨ăŽĺ ąćă¨č°čŤ: ĺŚăă çĽčăĺžăçľé¨ăäťč ă¨ĺ ąćăăč°čŤăăăă¨ă§ć°ăăŞčŚçšăć´ĺŻăĺžăăăžăăăăăçĽčăçĽćľăŤĺ¤ăăéčŚăŞăăăťăšă§ăăäťč ăŽăăŁăźăăăăŻăĺăăăă¨ă§ăčŞĺă§ăŻć°ăĽăăŞăăŁăćšĺçšăčŚă¤ăăăă¨ăă§ăăžăă
3. çĽčăçĽćľăŤĺ¤ăăĺ ˇä˝çăŞćšćł
çĽčăçĽćľăŤĺ¤ăăăăăŽĺ ˇä˝çăŞćšćłă¨ăăŚă䝼ä¸ăŽăă¤ăłăăăăăžăăĺŚăă ăă¨ăăĄă˘ăă: éčŚăŞăă¤ăłăăĺŚăă ăă¨ăăĄă˘ăŤĺăăă¨ă§ăĺžăăćŻăčżăăăăăŞăăžăăăĄă˘ăŻăWhatăăWhyăăHowăăŤĺăăŚć´çăăăă¨ăĺšćçă§ăââă
ĺŽćçăŤćŻăčżă: éąăŤä¸ĺşŚăĺŚăă ăă¨ăĺŽčˇľăăăă¨ăćŻăčżăćéăč¨ăăžăăăăăăăŤăăăçĽčăĺŽçăăăăăŞăăžăă
ĺ°ăăŞćĺä˝é¨ăçŠă: ĺ°ăăŞćĺä˝é¨ăçŠăăă¨ă§ăčŞäżĄăă¤ăăçĽčăć´ťăăă˘ăăăźăˇă§ăłăéŤăžăăžăăäžăă°ăć°ăăçĽčă使ăŁăŚćšĺă§ăăăă¨ăăăźă ă§ĺ ąćăăăŞăŠăŽćšćłăčăăăăžăă
4. çĽćľă使ăŁăŚććăä¸ăă
çĽćľă使ăŁăŚććăä¸ăăăăăŤăŻăăžăčŞĺăŽĺźˇăżăçšć§ăçč§Łăăăă¨ăéčŚă§ăăčŞĺăŽĺžćăŞĺéăăšăăŤăć´ťăăăŚăĺ ˇä˝çăŞčĄĺč¨çťăçŤăŚăžăăăăçĽčăĺŽčˇľăăćĺä˝é¨ăçŠăăă¨ă§ăçĽćľăăăăŤćˇąăžăă揥珏ăŤĺ¤§ăăŞććăŤçšăăăžăââă
ăžăăçĽćľăć´ťăăăăăŤăŻăćčťăŞćčăéčŚă§ăăçśćłăŤĺżăăŚă˘ăăăźăăĺ¤ăăćčťć§ăćă¤ăă¨ă§ăăăĺšćçăŤçĽčăć´ťç¨ă§ăăžăă
ăžă¨ă
çĽčăĺžăăă¨ăŻĺ¤§ĺă§ăăăăăă ăă§ăŻĺĺă§ăŻăăăžăăăçĽčăçĽćľăŤĺ¤ăăăăăťăšăçľăăă¨ă§ăĺăăŚĺŽčˇľă§ĺ˝šçŤă¤ăăŽă¨ăŞăăććăŤçšăăăžăăçĽčăć´çăăĺŽčˇľăăăăŁăźăăăăŻăĺăăăă¨ă§ăăăŞăăçĽćľă使ăŁăŚĺ¤§ăăŞććăä¸ăăăă¨ăă§ăăă§ăăăă
ăăăäťćĽăăĺŚăă ăă¨ăĺŽčˇľăŤç§ťăăçĽčăçĽćľăŤĺ¤ăăŚăżăžăăăăăăŽçŠăżéăăă確ĺŽăŤććă¸ă¨çšăăŁăŚăăăŻăă§ă
3ďźAIă§ăăăă°č¨äşăć¸ă
äťćĽăäźăăăăăŁăăŽăŻăAIă§ăăă°č¨äşăć¸ăĺ ´ĺăăăŤăˇăăźăˇă§ăłăŻéżăăăăŞăă¨ăăăă¨ă§ăă
AIăć¸ăăč¨äşăčŞăă§ăăăďźăăŞăăéăăŞăăă¨ćăăăăăĺžšĺşçăŤäżŽćŁăăăăĺäşşç¨RAGăˇăšăă ăä˝ăŁăŚăăŤăˇăăźăˇă§ăłă羜寞ăŤčľˇăăăŞăäťçľăżăć§çŻăăĺż čŚăăăăžăă
çăăăŻăăăăčăă§ăăăăďź
揥ăŽč¨äşă§ăŻăRAGăˇăšăă ăŽä˝ăćšăŤă¤ăăŚă芹ăăăăă¨ćăăžăă