生成系AIが（英語）教師の代わりにやってくれること / 2023-06-24_what-generative-AI-can-do-for-us_censored

2023年6月24日に開催された第29回関西大学FDフォーラム『高等教育におけるChatGPTの教育的利用を考える』において使用した投影資料です。一部著作権の関係で実際に使用した資料と異なる部分があります。

Transcript

1. 2023೥6݄24೔ Zoom Webinar։࠵ɹɹɹɹɹɹɹؔ੢େֶڭҭ։ൃࢧԉηϯλʔओ࠵ ੜ੒ܥAI͕ʢӳޠʣڭࢣͷ ୅ΘΓʹ΍ͬͯ͘ΕΔ͜ͱ 2023೥౓ ୈ29ճؔ੢େֶFDϑΥʔϥϜ ߴ౳ڭҭʹ͓͚ΔChatGPTͷڭҭతར༻Λߟ͑Δ
2. ͓͜ͱΘΓ ҰԠ… • ؔ੢େֶ֎ࠃޠֶ෦ͷڭһͱͯ͠ొஃ͍ͯ͠·͕͢ɼࠓճͷ಺༰ ͸͢΂ͯాଜݸਓͷҙݟͰ͢ • ؔ੢େֶશମ΍ɼؔ੢େֶڭҭ։ൃࢧԉηϯλʔɼؔ੢େֶ֎ࠃ ޠֶ෦ͷڞ௨ݟղͰ͸͋Γ·ͤΜ • Ұڭһͱͯ͠ɼࣗ෼͕Ͳ͏ੜ੒ܥAIͱ޲͖߹͓͏ͱ͍ͯ͠Δ͔ͱ ͍͏࿩Λ͠·͢
3. ࣗݾ঺հ • ాଜ༞ʢͨΉΒΏ͏ʣ • ؔ੢େֶ֎ࠃޠֶ෦।ڭत • ઐ໳ • ୈೋݴޠशಘʢओʹจ๏ʣ • ୈೋݴޠจॲཧ • ୈೋݴޠޠኮॲཧʢίϩέʔγϣϯ΋ؚΉʣ • झຯɿΨϯόେࡕ https://tam07pb915.wordpress.com/ https://tamurayu.wordpress.com/
4. ࣗ਎ͷڭҭ࣮ફͷதͰͷICT׆༻ • MS Word OnlineΛ׆༻ͨ͠ϥΠςΟϯάतۀ • ڭһ͔Βͷଈ࣌ϑΟʔυόοΫ • ίϥϘϥςΟϒɾϥΠςΟϯάɼϐΞɾϑΟʔυόοΫ • ΦϯϥΠϯतۀ࣌ͷSlackͷ׆༻ʢ༗ྉԽͰͪΐͬͱ΋͏࢖͍ͮΒ͍Ͱ ͢ʣ • άϧʔϓͰςΩετνϟοτ • ֤ࣗεϚϗͰ࿥Ի->౤ߘͰٖࣅʮεϐʔνʯ • ڭࢣ1ਓֶ͕ੜ6ਓͱಉ࣌ʹٙࣅʮձ࿩ςετʯ
5. ͸͡Ίʹ • جຊ͸ӳޠʢޠֶʣͷतۀʹ͍ͭͯͷ࿩ • ֶशऀ໨ઢͱ͍͏ΑΓ͸ɼڭһ໨ઢ • աڈʹ΋ChatGPTؔ࿈ͷ࿩͸ͨ͠ͷͰॏෳ͢Δ಺༰͸ׂѪ
6. https://speakerdeck.com/tam07pb915/2023-02-25-chat-gpt-teaching-materials
7. ChatGPTͰӳ ޠͷڭࡐͮ͘ ΓΛͯ͠ΈΔ ӳޠڭҭ0.2ʢࢲͷݸ ਓϒϩάͰ͢ʣ https://tam07pb915.com/2022/12/13/chat-gpt-and-teaching-materials/
8. ͸͡Ίʹʢଓʣ • ChatGPTʹԿ͕ʮͰ͖Δ͔ʯ͚ͩͰ͸ͳ͘ɼʮͰ͖ͳ͍͜ͱʯʢ΍ͬͯΈͯ͏·͘ Ͱ͖ͳ͔ͬͨ͜ͱʣʹ΋ݴٴ͠·͢ • ChatGPTͷར༻Λߟ͑Δʹ͋ͨͬͯɼʮڭҭʯͱ͔ʮतۀʯΛͲ͏ߟ͑Δͷ͔ͱ͍ ͏࿩΋ೖΕ·͢ • ChatGPTؔ܎Ͱଞʹ΋΢Σϒ্ʹ༗༻ͳࢿྉ͕͋Γ·͢ͷͰͦͪΒ΋ޚཡ͍ͩ͘͞ • ChatGPT͕ޠֶʢӳޠʣڭҭʹ༩͑ΔΠϯύΫτʢژ౎େֶ ؙۚઌੜʣ • ͦ͜ʹAI͸͋ΔΜ͔ʁʵ ChatGPTʹΑΔ֎ࠃޠڭҭ࣮ફɾݚڀͷֵ৽ʢؔ੢େ ֶ ਫຊઌੜʣ • ChatGPTֶज़ӳޠϥΠςΟϯάఴ࡟ɾվగϓϩϯϓτʢژ౎େֶɾ༄੉ઌੜʣ
9. ͓͠ͳ͕͖ • ੜ੒ܥAIͰ… • ࢹ֮৘ใͱݴޠ৘ใͷม׵࡞ۀ • ʮλεΫʯΛߟ͑ͤ͞Δ • จষͷ಺༰ཧղ໰୊Λ࡞Δ • Ϩϙʔτ՝୊Ͳ͏͢Δʁ
10. จষΛෳ਺ίϚͷը૾ʹ ม׵͢Δ
11. จষΛෳ਺ίϚͷը૾ʹม׵͢Δ ͳΜͷͨΊʹʁ • จষΛಡΜͩ͋ͱͷཁ໿΍ϦςϦϯάͳͲͷ׆ಈͷิॿڭࡐͱ͠ ͯɼจষΛࢹ֮తʹදݱͨ͠΋ͷΛ༻ҙ͍ͨ͠ • ΩʔϫʔυΛநग़->ͦΕΛݟͳ͕ΒϦςϦϯάͱ͍͏ͷ͕Ұൠత ͩͱࢥ͏͕ɼݴޠతͳαϙʔτΛൈ͘͜ͱʹΑͬͯɼΑΓνϟϨ ϯδϯάͳ՝୊ʹ • ֓೦Խ->ݴޠԽͱ͍͏εϐʔΩϯάʹॏཁͳ෦෼ΛτϨʔχϯά • ΋ͪΖΜɼ୯ͳΔֆඳࣸ΍ඳը෮ݩλεΫͷૉࡐͱͯ͠΋࢖͑Δ
12. จষΛෳ਺ίϚͷը૾ʹม׵͢Δ ํ๏ 1. ݩͷจষΛChatGPTͰཁ໿ͯ͠΋Β͍ɼཁ఺Λ೚ҙͷ਺நग़ 2. ཁ఺ΛMidjourneyʢը૾ੜ੒AIʣʹೖྗͯ͠ը૾ੜ੒ 3. ग़͖ͯͨը૾Λݟͳ͕Βɼཁ఺ͷ෦෼Λඍௐ੔ ※ը૾ੜ੒AIʹೖྗ͢Δϓϩϯϓτʢࢦࣔʣ͸ಠಛͷݴޠදݱͳͷͰɼͦͷϑΥʔϚοτʹ͢Δ͜ͱͰ ΑΓࣗ෼ͷ΄͍͠ը૾͕खʹೖΔՄೳੑ͕͕͋Γ·͕͢ɼগͳ͘ͱ΋ࠓճͷ໨తʹରͯ͠͸ͦ͜·Ͱ͠ ͳͯ͘΋ಛʹେ͖ͳ໰୊͸ͳ͠ ؾʹͳΔํ͸ɿը૾ੜ੒AI΁ͷࢦࣔจΛ࡞੒ͯ͠΋Β͏ɿChatGPTͳͲͷจྫू
13. จষΛෳ਺ίϚͷը૾ʹม׵͢Δ Midojurneyͱ͸ • ը૾ੜ੒ܥͷAI • ࢖͍ํ͸ChatGPTʹฉ͍ͯ͸͍͚·ͤΜɻάάΓ·͠ΐ͏ʢcf. https://udemy.benesse.co.jp/data-science/ai/midjourney.htmlʣ • جຊ༗ྉͩͱࢥ͍ͬͯͩ͘͞ʢ݄10υϧͰ200ຕ/݄ͷը૾͕࡞Ε Δʣ • ొ࿥ͨ͠ΒDiscordͱݺ͹ΕΔϫʔΫνϟοτΞϓϦʹೖͬͯɼ “/imagine”ͱ͍͏ίϚϯυͷ͋ͱʹͲΜͳը૾Λ࡞ͬͯ΄͍͔͠ ͷࢦࣔΛೖΕΔ
14. จষΛෳ਺ίϚͷը૾ʹม׵͢Δ จষΛChatGPTͰཁ໿ͯ͠΋Β͍ɼཁ఺Λ೚ҙͷ਺நग़ “Getting Things Done Book 2”ʢࡾमࣾʣͷUnit12ΑΓ
15. จষΛෳ਺ίϚͷը૾ʹม׵͢Δ ChatGPTͷཁ໿͕ͪ͜Β
16. จষΛෳ਺ίϚͷը૾ʹม׵͢Δ ஫ҙ఺ • ॻ͖ग़͞Εͨཁ఺͸ɼ෼ׂ͢Δͱจ຺ͷ৘ใ͕ࣦΘΕΔ • MidjourneyʹϓϩϯϓτΛೖΕΔࡍʹɼඞཁʹԠͯͦ͜͡Λࣗ෼ Ͱิ͏ • ྫɿHer son -> a mother’s son • ྫɿthey -> the son and his female roommate • ͜ΕΛ͠ͳͯ͘΋໰୊ͳ͍৔߹΋͋Δ͕ɼࣗ෼͕ࢥ͍ඳ͘ը૾͕ ग़ͯ͜ͳ͍৔߹͸͕͜͜໰୊ͷ৔߹ଟ͠
19. جຊ4ͭͷը૾͕ੜ੒͞ΕΔͷͰɼʮ͜Ε͕͍͍ͳʯͱࢥ͏ ͷ͕͋Ε͹ɼͦΕʹࣅͨը૾Λੜ੒͢Δ͜ͱ͕Ͱ͖Δ
20. ͖͞΄Ͳͷࠨ্ͱࣅͨը૾Λग़ͯ͠ͱ͓ئ͍ͯ͠ੜ੒͞Εͨ΋ͷ
21. จষΛෳ਺ίϚͷը૾ʹม׵͢Δ 2ίϚ໨Λಉ༷ʹ΍ͬͯΈΔͱ…
24. จষΛෳ਺ίϚͷը૾ʹม׵͢Δ ·ͱΊ • ݴޠ৘ใ <-> ࢹ֮৘ใͷม׵Ͱ৽نͷڭࡐ࡞੒ͱͯ͠͸̋ • গ͠ྫग़͚ͩ͢ʹͱͲΊ·͕͢ɼը૾->ݴޠ৘ใ΋Ͱ͖·͢ • AIը૾ʹ͋Γ͕ͪͳʮෆࣗવ͞ʯ͸Α͘ݟΔͱ͋Δʢࢦͱ͔ʣ • ֆͷλον͸ϓϩϯϓτͰࢦఆՄೳ • “photorealistic”ɿࣸਅͷΑ͏ͳը૾ • “in the style of anime JoJo”ɿδϣδϣ෩ͷֆ
25. ը૾ΛจষԽͰ͖ͳ͍ʁ
26. ը૾->ݴޠ৘ใ /describeίϚϯυΛར༻ 1. kings cross station london, in the style of vibrant airy scenes, red and navy, realistic blue skies, solarizing master, salvagepunk, studyplace, dusty piles 2. london, international st pancras station interior image, in the style of solarizing master, realistic blue skies, #vfxfriday, heatwave, cartelcore, salvagepunk, rtx 3. london london bristol kings cross harrods train station interior, in the style of solarizing master, fura ff i nity, realistic blue skies, bold and busy, salvagepunk, dark pink and silver, studyblr 4. people in an underground train station with open air space and lots of windows, in the style of impressive skies, andy goldsworthy, john constable, canaletto, polished craftsmanship, heatwave, rich and immersive
27. ը૾->ݴޠ৘ใ /describeίϚϯυΛར༻ 1. kings cross station london, in the style of vibrant airy scenes, red and navy, realistic blue skies, solarizing master, salvagepunk, studyplace, dusty piles 2. london, international st pancras station interior image, in the style of solarizing master, realistic blue skies, #vfxfriday, heatwave, cartelcore, salvagepunk, rtx 3. london london bristol kings cross harrods train station interior, in the style of solarizing master, fura ff i nity, realistic blue skies, bold and busy, salvagepunk, dark pink and silver, studyblr 4. people in an underground train station with open air space and lots of windows, in the style of impressive skies, andy goldsworthy, john constable, canaletto, polished craftsmanship, heatwave, rich and immersive ͜Ε͚ͩͩͱΩʔϫʔυͷཏྻͳͷͰ…
28. ը૾-> ݴޠ৘ใ ChatGPTͰจষʹͯ͠΋Β͏
29. ը૾-> ݴޠ৘ใ ChatGPTͰจষʹͯ͠΋Β͏ • ͋͘·Ͱɼը૾ੜ੒ͷͨΊͷʮඳࣸʯʢݴޠԽʣ • ݴޠࢦಋͷதͰֆ΍ࣸਅΛඳࣸͯ͠΋Β͏ͱ͖ʹٻΊΔ͜ͱͱ͸ ΍΍ͣΕΔ͔΋ʢը૾ʹΑΔͱ͸ࢥ͍·͢ʣ • ݁ہɼ͜ͷ՝୊ͰԿΛֶशऀʹ਎ʹ͚͍ͭͤͨ͞ͷʁͱ͍͏ࢹ఺ ͕ͳ͚Ε͹ɼੜ੒͞Εͨ΋ͷͷ࣭Λ൑அͰ͖ͳ͍͠ɼग़ྗ͞Εͨ ΋ͷΛͲ͏ม͑Ε͹͍͍ͷ͔΋Θ͔Βͳ͍
30. ʮλεΫʯΛߟ͑ͤ͞Δ
31. Task-based Language Teaching TBLTͱ͸ • ݴޠࢦಋͷ͢΂ͯΛ”task”ʢ՝୊ʣͱݺ͹ΕΔ΋ͷΛϕʔεʹ͠ ͯߏ૝͢ΔΞϓϩʔνͷ͜ͱ • Task ≠ ॓୊ɼϫʔΫɼίϛϡχέʔγϣϯ׆ಈ
32. λεΫɾϕʔεͷݴޠࢦಋʹ͓͚ΔλεΫͷఆٛ ج४ ΑΓৄ͍͘͠͏ͱ… 1. ҙຯத৺Ͱ͋Δ ͜ͱ ͦͷλεΫֶ͕शऀʹҙຯͷཧղͱҙຯͷ࢈ग़ΛٻΊΔ΋ͷͰ͋Δ͜ͱ 2. Ϊϟοϓ͕͋Δ ͜ͱ ͳΜΒ͔ͷ৘ใΛ఻͑ͨΓɼཧ༝Λड़΂ͨΓɼҙݟΛද໌͢ΔΑ͏ͳߦҝ͕ඞਢ ʹͳΔΑ͏ͳΪϟοϓΛੜΈग़͢࢓૊Έ͕͋Δ͜ͱ 3. ֶशऀ͕ओͱ͠ ͯࣗ਎ͷݴޠతɾ ඇݴޠతϦιʔε ʹཔΔ͜ͱ ֶशऀ͕ݱ༗ͷݴޠతϦιʔε΍ඇݴޠతϦιʔεʢδΣενϟʔ౳ʣΛ࢖ͬͯ ཧղ΍࢈ग़Λߦ͏࢓૊Έ͕͋Δ͜ͱɻݴޠΛ࢖ͬͨ”explicit presentation”͸ͳ͘ ͯΑ͍ 4. ໌֬ʹఆٛ͞Ε ͨίϛϡχέʔ γϣϯͷ੒Ռ͕͋ Δ͜ͱ ֶशऀ͕ਖ਼֬ʹݴޠΛ࢖༻Ͱ͖͔ͨͲ͏͔Ͱ͸ͳ͘ɼίϛϡχέʔγϣϯͷ݁Ռ ͱͯ͠Կ͔͕ୡ੒͞Εͨͱ͍͏͜ͱ͕Θ͔ΔΑ͏ͳΰʔϧ͕͋Δ͜ͱ Ellis et al. (2020, p.10ʣʹج͍ͮͯ࡞੒
33. ͳͥλεΫΛ࡞ΒͤΔʁ • “ready-made”ͷλεΫ͸͋Δ͕ɼࣗ෼ͷतۀͱؔ࿈͚ͮΒΕͨ λεΫͰ͸ͳ͍ͷͰ࢖͍ͮΒ͍ • ࣗ෼͕࢖͍ͬͯΔڭࡐʢڭՊॻʣΛ΋ͱʹλεΫΛ࡞Εͳ͍͔
34. λεΫΛߟ͑ͤ͞Δ ํ๏ 1. ڭՊॻͷૉࡐʢձ࿩จ΍จষʣΛςΩετʹม׵ 2. λεΫͷఆٛΛ࿦จ΍ॻ੶͔Βίϐϖ 3. 1Λ΋ͱʹͯ͠ɼ2ͷఆٛʹ͋ͬͨλεΫΛ࡞ͬͯ΄͍͠ͱ ChatGPTʹ͓ئ͍
35. ChatGPT΁ͷࢦࣔ ڭՊॻͷμΠΞϩά Impact Issues2 3rd edition Unit2Λίϐϖ λεΫͷఆٛ Ellis and Shintani (2014)Λί ϐϖ
36. ग़ྗ͞Εͨ΋ͷ Name: "City versus Small Town Life: A Debate” • ໊લݟ͚ͨͩͰɼʮͦΜͳΜ୭Ͱ΋ࢥ͍ͭ͘΍Ζʯ • ʮͭ·Βͳ͍͔ΒɼϩʔϧɾϓϨΠλεΫߟ͑ͯʁʯͱ͓ئ͍͢ Δͱ…
38. ΋͏ͪΐͬͱઃఆΛࡉ͔͍͕ͨ͘͠ɼେ࿮ͱͯ͠͸·͋ѱ͘ͳ͍…ʁ
39. վળ఺ ʮࡉ͔͍ઃఆʯ • Ҿͬӽ͠Λ೰ΜͰ͍Δਓʹ͸ཧ༝͕͋Δ͸ͣͰɼͳͥҾͬӽ͠Λ ߟ͍͑ͯΔͷ͔ɼͳͲΛֶशऀʹߟ͑ͤ͞Δͷ͸೉͍͠ • ΞυόΠβʔଆ͸૬खͷঢ়گΛͲ͜·Ͱ஌͍ͬͯΔʁ • ͳͲͳͲ
40. ͦͷଞʹ΋༷ʑͳʮ૬ஊʯ͕Մೳ • ϝΠϯλεΫͷલʹͲͷΑ͏ͳʮ४උʯʢࣄલλεΫʣΛ΍Ε͹ Α͍͔ͷΞΠσΞग़͠΋ՄೳͰɼ৚݅Λ͚ͭΔ͜ͱ΋Ͱ͖Δ • ཧղܕʢcomprehension-basedʣʹͯ͠΄͍͠ • ޠኮʹয఺Λ͋ͯͨ΋ͷʹͯ͠΄͍͠ • ϝΠϯλεΫʹ͍ͭͯ΋ௐ੔Մೳ • ʮҙࢥܾఆʯͷཁૉΛೖΕ͍ͨ • ೉қ౓͕ߴ͍ͷͰԼ͛Δʹ͸ͲͷΑ͏ͳ޻෉͕Ͱ͖Δ͔
41. ʮλεΫʯΛߟ͑ͤ͞Δ ·ͱΊ • तۀʢλεΫʣΛߟ͑Δ্Ͱͷʮ૬ஊ໾ʯͱͯ͠ΞϦ͔΋ • ҰൃͰࣗ෼ͷٻΊ͍ͯΔ΋ͷ͕ग़ͯ͜ͳͯ͘΋͕͔ͬΓ͠ͳ͍ • ʮ͜͏͍͏ͷ͸Ͱ͖Δʁʯʮ͜͏͍͏ͱ͖͸Ͳ͏ͨ͠Β͍͍ʁʯ ͳͲɼ΍ΓͱΓΛॏͶͳ͕Β౴͑ʹͨͲΓண͘
42. ಺༰ཧղ໰୊࡞੒
43. ಺༰ཧղ໰୊࡞੒ ͳͥʁ • ςΩετͷ಺༰ΛཧղͰ͖͍ͯΔ͔Λ͔֬ΊΔ໰୊Λ࡞Γ͍ͨ ʢख͕͔͔ؒΔʣ • ໰୊ͷղઆ΋࡞ͬͯཉ͍͠ʢख͕͔͔ؒΔʣ • ͋Δఔ౓ʮػցతʯʹͰ͖Δ෦෼͸ػցʹ೚ͤͯɼผͷ෦෼ʢྫ ͑͹ֶੜͷίϝϯτ΁ͷฦࣄͳͲʣʹ࣌ؒΛׂ͚Δ
44. ࣮ࡍʹ΍ͬͯΈͯͲ͏͔ ϓϩϯϓτྫ • ৚݅ʹैͬͯɼ͜ͷςΩετΛཧղͰ͖͍ͯΔ͔Λ͔֬ΊΔ໰୊Λ5ͭ࡞ͬͯ͘ ͍ͩ͞ɻ • ৚݅ɿ • - จମ͸ʮͰ͢ɾ·͢ʯͰ͸ͳ͘ʮͩɾͰ͋Δʯͱ͠·͢ɻ • - ໰୊ܗࣜ͸4୒(A., B., C., D.)·ͨ͸Ϛϧόπ໰୊ͱ͠·͢ɻ • - ໰୊จ΋બ୒ࢶ΋ӳޠͰॻ͍͍ͯͩ͘͞ɻ • - 5ͭͷ໰୊ͷग़ྗ͕ऴΘͬͨΒɼ࠷ޙʹਖ਼౴ͱղઆΛ·ͱΊͯॻ͍͍ͯͩ͘͞ɻ • ςΩετɿʲ͜͜ʹจষ΍ձ࿩จΛೖྗʳ
45. ࣮ࡍʹ΍ͬͯΈͯͲ͏͔ ྑ͍ͱ͸ݴ͑ͳ͍ • 5໰࡞͍ͬͯͩ͘͞ͱ͓ئ͍ͯ͠ɼͦͷ··࢖ͬͯྑ͍ͷ͸1໰͋ Δ͔Ͳ͏͔ • ໰୊จࣗମ͸Αͯ͘΋ɼબ୒ࢶ͕ѱ͘ɼಛʹࡨཚࢶͷ࡞Γํ͕Լ ख
46. ࣮ࡍʹ΍ͬͯΈͯͲ͏͔ ྑ͍ͱ͸ݴ͑ͳ͍ • 5໰࡞͍ͬͯͩ͘͞ͱ͓ئ͍ͯ͠ɼͦͷ··࢖ͬͯྑ͍ͷ͸1໰͋ Δ͔Ͳ͏͔ • ໰୊จࣗମ͸Αͯ͘΋ɼબ୒ࢶ͕ѱ͘ɼಛʹࡨཚࢶͷ࡞Γํ͕Լ ख ςΩετݟͳͯ͘΋AͱC͕͋Γಘͳͦ͞͏ͱΘ͔Γ·ͤΜʁ
47. จ๏ͷ໰୊ͱ͔࡞Εͳ͍ͷʁ Ͱ͖Δͱ͍͑͹Ͱ͖Δ͕… ʮؔ܎ࢺʯΛλʔήοτʹTOEFL IPTͬΆ͍จ๏໰୊Λ࡞ͬͯͱ͓ئ͍ͯ͠ग़͖ͯͨ΋ͷ
48. จ๏ͷ໰୊ͱ͔࡞Εͳ͍ͷʁ Ͱ͖Δͱ͍͑͹Ͱ͖Δ͕… ʮؔ܎ࢺʯΛλʔήοτʹTOEFL IPTͬΆ͍จ๏໰୊Λ࡞ͬͯͱ͓ئ͍ͯ͠ग़͖ͯͨ΋ͷ ͜Μͳ໰୊ͳΒࣗ࡞͢Δ͔ ࢢൢͷจ๏໰୊ू࢖͏΄͏ ͕ΑͬΆͲ·͠
49. ಺༰ཧղɾจ๏໰୊࡞੒ ·ͱΊ • θϩ͔Βߟ͑ΔΑΓ͸·͔͠΋͠Εͳ͍ʢจ๏໰୊΋ɼ୯จΛࣗ ෼Ͱߟ͑ΔΑΓ͸ָ͔΋͠Εͳ͍ʣ • ۛຯͤͣʹग़͖ͯͨ΋ͷΛͦͷ··࢖͏ͷ͸͋Γ͑ͳ͍ • ʮ͜Ε͸͍͍໰୊ʯͱ൑அ͢Δೳྗ͕ඞཁ
50. ಺༰ཧղɾจ๏໰୊࡞੒ ஫ҙ఺ • ಉ͡ϓϩϯϓτͰ΋ग़ྗ͕ҟͳͬͨΓ͢Δ͜ͱ͕͋Δ • ࿈ଓͰ΍͍ͬͯΔͱϑΥʔϚοτ͕ඍົʹมΘΔ • ʢ೔ຊޠͩͱʣ໰୊จͷޱௐ΋มΘΔ • ଟࢶબ୒໰୊Λ࡞Βͤͯ΋ɼؒҧ͏ • ౴͕͑ෳ਺ଘࡏ͢Δ΋ͷ͕Ͱ͖ͯͨΓ • ͦ΋ͦ΋౴͕͑ଘࡏ͠ͳ͔ͬͨΓ • ౴͕͑2ͭ͋ΔΑͱࢦఠ͢Δͱɼউखʹʮෳ਺ճ౴ʯ໰୊ʹ͢Δ
51. ಺༰ཧղɾจ๏໰୊࡞੒ ߟ͍͑ͨ͜ͱ • ཧղ࣭໰Λ͢Δͱ͍͏͜ͱ͸ɼཧղͯ͠΋Β͍͍͔ͨΒɼͷ͸ͣɻͲͷ෦෼͸ ཧղ͍ͯͯ͠΄͍͠ͷ͔ɼ͸AI೚ͤͰ͍͍ΜͰ͔͢ʁ • ʮࢲͱͯ͠͸͕͜͜େࣄͩͱࢥ͏͔Βɼ͜͜͸Θ͔͍ͬͯͯ΄͍͠ʯɼʮ͜͜ ͷจߏ଄͸೉͍͚͠ͲɺͪΌΜͱΘ͔ͬͯΔͷ͔͔֬Ί͍͔ͨΒ͜͜Λλʔ ήοτʹ͠Α͏ʯͳͲɼ໰୊Λ࡞ΔࡍʹͲ͜Λλʔήοτʹ͢Δ͔ɼͱ͍͏ ͷ͸ڭࢣͷʮૂ͍ʯʹཪ෇͚͞Ε͍ͯΔ΋ͷͰ͸ʁ • AIʹ࡞Βͤͨ໰୊ͷҙਤΛઆ໌Ͱ͖·͔͢ʁͦͷҙਤ΋AIʹઆ໌ͤ͞·͔͢ʁ • ͩͱͨ͠Βɼڭࢣ͸΋͏ଘࡏ͠ͳͯ͘Α͍ͷͰ͸ʁֶशऀ͸ςΩετΛAIʹೖ ྗͯࣗ͠෼Ͱཧղ໰୊Λ࡞Βͤͯࣗ෼Ͱղ͍ͯɺղઆΛฉ͍ͯɺͳΜͰ͕ͦ͜ େࣄͳͷ͔આ໌ͯ͠΋ΒͬͯɺͦΕͰֶशͰ͖Δ͜ͱʹͳͬͪΌ͍·ͤΜʁ
52. Ϩϙʔτ՝୊Ͳ͏͢Δʁ
53. Ϩϙʔτ՝୊Ͳ͏͢Δʁ ͦ΋ͦ΋ • ࢥߟɾ൑அɾදݱΛ໰͏Ϩϙʔτ՝୊ʹͳͬͯ·͔͢ʁ • Ϩϙʔτ՝୊ͷධՁͷ؍఺ʹܗࣜ໘ʢݴޠ໘ʣʹؔΘΔೳྗΛؚ Ί͍ͨͱࢥ͏͔Ͳ͏͔ • ஌ࣝΛ໰͏ʢ౴͕ܾ͑·͍ͬͯΔ΋ͷΛ໰͏ʣͳΒϨϙʔτͰ͸ ͳ͘तۀ಺Ͱςετ͢΂͖ • Ϩϙʔτ՝୊Ͱෆਖ਼͕…ͱ͍͏৺഑͸ɼ໨ͷલͰ؂ࢹͯ͠ࢼݧͱ ͯ͠ߦ͏࿦ड़ܗࣜͷ΋ͷͰͳ͘ɺ͋Δఔ౓ͷظؒʹதͰఏग़ͤ͞ ΔΑ͏ͳϨϙʔτ՝୊Λ՝͍ͯ͠ΔҎ্ChatGPTؔ܎ͳ͘ى͜Γ ͏Δ͠๷͙खཱͯ͸ͳ͍
54. Ϩϙʔτ՝୊Ͳ͏͢Δʁ ग़ൃ఺ͱͯ͠ • ChatGPTͷ͜ͱ͸Ұ୴࿬ʹ͓͍ͯɼϨϙʔτ՝୊ͷ࣭Λ޲্ͤ͞ Δ͜ͱΛߟ͑ΔͷͰ͋Ε͹Լهͷॻ੶͸must-read • ੒੉ ʢฤʣʢ2016ʣʰֶੜΛࢥߟʹ͍͟ͳ͏Ϩϙʔτ՝୊ʱͻ ͭ͡ॻ๪ • Ⴎ઄ͳͲͷෆਖ਼ߦҝ͕ى͜Δཧ༝͕ɼϨϙʔτ՝୊ͷ໨తΛֶੜ ͕ཧղ͍ͯ͠ͳ͍Մೳੑ ʢ੒੉, 2016ʣ
55. Ϩϙʔτ՝୊Ͳ͏͢Δʁ ͦΕͰ΋ͳΜͱ͔ʮ཈੍͢Δʯʹ͸ • θϩʹ͢Δͷ͸ແཧͰ΋ɼChatGPTͷ಺༰Λͦͷ··ίϐϖͰ׬੒Ͱ͸ͳ ͘͢ΔΞΠσΞʢ੒੉, 2016ΑΓʣ • Ϩϙʔτ࡞੒ͷաఔΛॻ͔ͤΔʢҾ༻จݙΛೖΕͤ͞Δ͚ͩͰ͸ͳ͘ɼ ԿΛɾͳͥௐ΂Α͏ͱࢥͬͨͷ͔ͳͲ΋ؚΊͯʣ • ΫϥεϝΠτ͔ΒͷධՁΛ΋Β͍ɼͦΕʹରͯ͠ͷฦࣄ΋ॻ͔ͤΔΑ͏ ʹ͢Δ • तۀલޙͰͷมԽΛॻ͔ͤΔ • ࢲ͸तۀࢿྉ͔ΒඞͣҾ༻͢Δʢྫɿୈ9ճࢿྉ322ߦ໨ʹ͋ΔΑ͏ʹ…ʣ Α͏ʹࢦ͍ࣔͯ͠·͢ʢຊֶͰ͸ͳ͘ඇৗۈઌͷΦϯσϚϯυߨٛՊ໨ʣ
56. ·ͱΊ
57. ·ͱΊ ͢΂ͯࣗռΛࠐΊͯ • ࢖͑ͳ͘͸ͳ͍͕ɼ݁ہ͸ࣗ෼͕Ͳ͏͍͏तۀΛ͍ͨ͠ͷ͔ • ੜ੒͞Εͨը૾Ͱ͋ͳͨ͸ԿΛ͍ͤͨ͞ʁͦͷ׆ಈͰԿ͕਎ʹ ͭ͘͜ͱ͋ͳͨ͸૝ఆ͍ͯ͠Δʁ • ςΩετͷதͰɼͲͷ෦෼Λ͋ͳͨ͸େࣄͩͱࢥ͏ʁ • ͦͷจষʢձ࿩ʣΛͳͥ͋ͳͨ͸ֶशऀʹಡ·͍ͤͨʁฉ͔ͤ ͍ͨʁͦΕΛ΋ͱʹԿͷ࿩ʹͭͳ͍͛ͨʁ • Ϩϙʔτ՝୊Λ௨ͯ͋͠ͳͨ͸ֶੜʹԿΛ਎ʹண͚͍ͤͨ͞ʁ
58. ·ͱΊ ͢΂ͯࣗռΛࠐΊͯ • ӳޠڭࢣͱͯ͠ͷઐ໳ੑ΋ɼChatGPTʹΑΔΞγετ΋ؚΊͨೳྗ؍ ΁ͱࢲͨͪͷೝࣝΛม͍͖͑ͯ·͔͢ʁ • ͦΕͱ΋ɼӳޠڭࢣͨΔ΋ͷɼӳޠྗͷݚᮎΛଵΔ΂͖Ͱ͸ͳ͍ (ChatGPTͰָ͢Δ΂͖Ͱ͸ͳ͍)ͱ͍͏ελϯεͰ͍͖·͔͢ʁ • ͜ΕΒͷ໰͍͸ɼֶशऀʹ౤͔͚͛Δͷͱ͸ҧ͏ҙຯΛ࣋ͪ·͢ • ͳͥͳΒɼֶशऀ͕ӳޠΛֶͿ໨త΍౸ୡ໨ඪͱɼӳޠڭࢣ͕ӳޠΛ ֶͿ໨త͸ҟͳΔʢͱࢲ͸ࢥ͏ʣ͔ΒͰ͢ • ӳޠڭࢣ͕΍Δ͜ͱΛશͯChatGPTʹ͓ئ͍͢Δͷͩͱͨ͠ΒɺͦΕ ͸ࣗ෼Ͱӳޠڭࢣ͸ඞཁͳ͍ͱએݴ͍ͯ͠ΔΑ͏ͳ΋ͷͰ͸ʁ
59. ·ͱΊ ͢΂ͯࣗռΛࠐΊͯ • ʢӳޠʣڭࢣͷ࢓ࣄ͕AIʹୣΘΕΔͷͰ͸ͱ৺഑͢ΔͳΒɼͦΕ ΛڪΕͯAIΛې͡ΔͷͰ͸ͳ͘ɼAIʹͰ͖ͳ͍ʢӳޠʣڭࢣͷ࢓ ࣄͱ͸Կ͔Λߟ͑Δ͜ͱ͕େࣄ
60. ڭࢣ͕఻͍͑ͨ͜ͱɼڭࢣֶ͕शऀʹ਎ʹ͚ͭͯ΄͍͠ ͱࢥ͏͜ͱɼΛֶशऀʹఏڙ͢Δ͜ͱɻͦͯ͠ɼͦͷ ఻͍͑ͨ͜ͱ΍਎ʹ͚ͭͯ΄͍͜͠ͱΛɼֶशऀ͕Ձ ஋ͷ͋Δ΋ͷͩͱײͯ͘͡ΕΔ͜ͱɻͦ͜ʹ།Ұͷਖ਼ ղ͸ͳ͍͠ɼͦΕͧΕͷڭࢣͷ৴೦͕ͦ͜ʹ͋Δͱࢥ ͍·͢ɻ ౴͕ܾ͑·͍ͬͯΔ΋ͷΛڭ͑Δ࢓ࣄͰ͋Ε͹ɼAIʹ୅ ସ͞ΕΔ೔΋͋Δͷ͔΋͠Ε·ͤΜɻͨͩɼࢲͨͪ͸ ໰୊ͷ౴͑Λڭ͑ΔͨΊͷڭҭΛ΍͍ͬͯΔΘ͚Ͱ͸ͳ ͍͸ͣͰ͢ɻ AIʹͰ͖ͳ͍ڭࢣͷ࢓ࣄͱ͸ʁʹର͢Δmy answer
61. तۀͰʮ͋ͳ͕ͨʯ఻͑ͨ ͍͜ͱ͸ʁ ՝୊΍ςετͰ໰͏͍ͯΔ͜ͱͱ तۀͷ໨ඪ͸Ұகͯ͠·͔͢ʁ
62. ҎԼɼࢀߟࢿྉ
63. ࢀߟ ϝΠϯλεΫͷ೉қ౓ΛԼ͛ΔΞΠσΞ
64. ࢀߟ ϓϨλεΫͷΞΠσΞ
65. ࢀߟ จ๏໰୊Λ࡞Δ ๯಄Ͱ঺հͨ͠༄੉ઌੜͷϓϩϯϓτͷ ࡞ΓํΛࢀߟʹ͍ͯ͠·͢
67. 1ͱ2͸͋ͬͯΔ͚Ͳ3ͱ4͸୭ͷఆٛͩΖ͏ʁ λεΫͷఆٛΛฉ͍ͯΈͨ݁Ռ
68. ࢀߟ ChatGPT΋૑଄తͳݴޠ࢈ग़͕Ͱ͖ΔՄೳੑ͕͋Δ
69. ࢀߟ ؔ੢େֶڭҭਪਐ෦ͷࢁాઌੜͷهࣄ