賢いとウワサのCohere日本語ベクトル変換をBedrockで比べてみた

ChatGPT Meetup Tokyo #6
https://chatgpt.connpass.com/event/307586/

Transcript

1. ݡ͍ͱ΢ϫαͷ$PIFSF ೔ຊޠϕΫτϧม׵Λ #FESPDLͰൺ΂ͯΈͨ ΈͷΔΜ
   
   !NJOPSVO
2. 
   XIPBNJ 御⽥ 稔 !NJOPSVO ςοΫΤόϯδΣϦετ ,%%*ΞδϟΠϧ։ൃηϯλʔʢ,"(ʣ
   ,%%*݉຿ +"846(ӡӦ
   43&ࢧ෦
   
   ౦ژࢧ෦
   
   /8+"84 • "84
   $PNNVOJUZ
   #VJMEFS • ,%%*
   $MPVE
   4".63"*
    ͖ΐ͏શף͠·ͨ͠🎉
3. Έͳ͞Μɺ $IBU(15ͯ͠·͔͢ʁ ʢѫࡰʣ
4. --.ͷੈքͰ͸0QFO"*͹͔Γ ஫໨͞Ε͕ͪͰ͕͢ʜ
5. 0QFO"*ͷϥΠόϧͬͯ Έͳ͞Μ஌ͬͯ·͔͢ʁ
6. ͦ͏ɺ"OUISPQJDͱ$PIFSF
7. "OUISPQJD͸$MBVEFϞσϧ͕༗໊Ͱ͢Ͷ
8. ͦͯ͠࠷ۙ࿩୊ͳͷ͕$PIFSF
9. $PIFSFͷϞσϧ͸େ͖͘ $PNNBOEͱ&NCFEͷछྨ͕͋Δ $PNNBOE &NCFE Α͋͘ΔνϟοτܕͰ͸ͳ͘ ʮ໋ྩܕʯͷςΩετੜ੒Ϟσϧ ࣗવݴޠͷϕΫτϧม׵ ʢຒΊࠐΈʣʹಛԽͨ͠Ϟσϧ
10. $PIFSF͕ಛʹ༗໊ͳͷ͸ɺ ଟݴޠରԠͷߴ඼࣭ͳϕΫτϧม׵ʂ $PNNBOE &NCFE Α͋͘ΔνϟοτܕͰ͸ͳ͘ ʮ໋ྩܕʯͷςΩετੜ੒Ϟσϧ ࣗવݴޠͷϕΫτϧม׵ ʢຒΊࠐΈʣʹಛԽͨ͠Ϟσϧ
11. ϕΫτϧม׵ͬͯ ԿͰ͚ͨͬ͠ʁ
12. ϕΫτϧม׵ͬͯ ԿͰ͚ͨͬ͠ʁ ˠ
    ͍ΘΏΔ3"(ΞʔΩςΫνϟ ͰΑ͘࢖ΘΕ·͢
13. 3"(ͱ͸ʁ 3FUSJFWBM
    "VHNFOUFE
    (FOFSBUJPO ݕࡧʹΑΓ ڧԽ͞Εͨ ʢςΩετʣੜ੒
14. 3"(͕ͳ͍ͱ͖🥟 ݴޠϞσϧ ,"(ʹ͓͚Δ೥ͷ ੜ੒"*ͷऔΓ૊ΈΛڭ͑ͯʂ ࢲ͸೥݄·Ͱͷ ৘ใ͔͍࣋ͬͯ͠·ͤΜ ౰ͨΓલ͕ͩɺࣄલֶश͍ͯ͠ͳ͍৘ใʹ͸ਖ਼͘͠౴͑ΒΕͳ͍
15. 3"(͕͋Δͱ͖🥟 ݴޠϞσϧ ,"(ʹ͓͚Δ೥ͷ ੜ੒"*ͷऔΓ૊ΈΛڭ͑ͯʂ 4MBDLϘοτʮ͔͙ͨΜʯΛ άϧʔϓձࣾ΁ల։͍ͯ͠·͢ Ϟσϧֶ͕श͍ͯ͠ͳ͍σʔλ΋ɺݕࡧͤͯ͞ճ౴ΛڧԽͰ͖Δʂ ϕΫλʔ ετΞ ࣾ಺จॻ ຒΊࠐΈ ݕࡧ
16. ຒΊࠐΈʢ&NCFEEJOHʣͱ͸ʁ ݴޠϞσϧʹར༻͍ͤͨࣗ͞વݴޠΛɺѻ͍΍͍͢ܗࣜʹม׵͢Δ͜ͱ ʮ,"(͸೥ʹ4MBDLνϟοτϘοτ ͔͙ͨΜΛ"84ͷ#FESPDLͰ։ൃ͠ ,%)άϧʔϓ಺ʹల։͍ͯ͠·͢ʯ ࣗવݴޠʢΊͪΌଟ࣍ݩʣ    ϕΫτϧۭؒʢ௿࣍ݩʣ ຒΊࠐΉ Ծʹ୯ޠ਺ʹ࣍ݩ਺ͱ͢Δͱ ࣍ݩҎ্ͷෳࡶͳσʔλͱ͍͑Δ ྫ͑͹਺஋ͭͳΒ࣍ݩ
17. ຒΊࠐΈʢ&NCFEEJOHʣͱ͸ʁ ࣭໰ʹؔ࿈͢Δ৘ใ͸ͲΕ͔ʁ
    ͍͍ײ͡ʹอଘˍݕࡧ͠΍͘͢ͳΔʂ ʮ,"(͸೥ʹ4MBDLνϟοτϘοτ ͔͙ͨΜΛ"84ͷ#FESPDLͰ։ൃ͠ ,%)άϧʔϓ಺ʹల։͍ͯ͠·͢ʯ ࣗવݴޠʢΊͪΌଟ࣍ݩʣ    ϕΫτϧۭؒʢ௿࣍ݩʣ ຒΊࠐΉ ʮ,"(Ͱ͸೥ʹ,%%*޲͚ͷ 5FBNTνϟοτϘοτΛ"[VSFͰ։ൃ͠ ,%%*શࣾһ͕׆༻͍ͯ͠·͢ʯ    ࣭໰ɿ,"(ʹ͓͚Δ೥ͷ ੜ੒"*ͷऔΓ૊ΈΛڭ͑ͯʂ    ҙຯతʹ͍ۙ৘ใΛݕࡧ
18. --.ΞϓϦ։ൃͰ͸ Ϋϥ΢υΛ࢖͏͜ͱ΋ଟ͍ͱࢥ͍·͕͢ʜ $PIFSF͕࢖͑ΔΫϥ΢υͬͯ Կ͕͋Δ͔஌ͬͯ·͔͢ʁ
19. ͦ͏ɺ"84ͱ0$*ʂ
20. ࠓճࢲ͸"84ͷ#FESPDLΛ࢖ͬͯ $PIFSFͷຒΊࠐΈ඼࣭Λݕূͯ͠Έ·͢
21. "NB[PO
    #FESPDLͷ͓͞Β͍
22. "84͕ఏڙ͢Δੜ੒"*αʔϏε
23. ৭ΜͳձࣾͷϞσϧΛ αʔόʔϨεͰ"1*ͱͯ͠ར༻Ͱ͖Δ "OUISPQJD $PIFSF .FUB "*
    -BCT 4UBCJMJUZ
    "* "NB[PO
24. ͞Βʹ--.ΦʔέετϨʔγϣϯ ػೳ΋ଓʑͱग़͖͓ͯͯΓ
25. தͰ΋φϨοδϕʔεػೳΛ࢖͑͹ (6*Ͱ؆୯ʹ3"(Λ࣮૷Ͱ͖Δ
26. ͪΐ͏Ͳઌ݄ɺ͜ͷφϨοδϕʔε͕ $PIFSF
    &NCFEʹ΋ରԠͨ͠ͷͰ ૣ଎ར༻ͯ͠Έ·͢
27. ΍ͬͨ͜ͱ
28. ʮࣾ಺จॻʯΛ4όέοτʹΞοϓϩʔυ )5.- QSUJNFTKQNBJOIUNMSEQIUNM
29. ൺֱ༻ʹφϨοδϕʔεΛछྨ࡞੒ $PIFSFͰຒΊࠐΜͩ൛ 5JUBOͰຒΊࠐΜͩ൛
30. ྆ऀʹ৭ʑ࣭໰ͯ͠ɺ ੜ੒඼࣭ͱԠ౴଎౓Λൺֱͯ͠Έ·͢ $PIFSFͰຒΊࠐΜͩ൛ 5JUBOͰຒΊࠐΜͩ൛
31. "84ΞΧ΢ϯτ ϫΠ ϒϥ΢β 4 ࣾ಺จॻ φϨοδϕʔε
    GPS
    #FESPDL &NCFE Ϟσϧ $MBVEF Ϟσϧ 0QFO4FBSDI 4FSWFSMFTT ϕΫτϧม׵ ݁Ռࢀর औΓࠐΈ ࣭໰ ճ౴ੜ੒ ΞʔΩςΫνϟ঺հ
32. "84ΞΧ΢ϯτ ϫΠ ϒϥ΢β 4 ࣾ಺จॻ φϨοδϕʔε
    GPS
    #FESPDL &NCFE Ϟσϧ $MBVEF Ϟσϧ 0QFO4FBSDI 4FSWFSMFTT ϕΫτϧม׵ ݁Ռࢀর औΓࠐΈ ࣭໰ ճ౴ੜ੒ ΞʔΩςΫνϟ঺հ ͜͜Λ"NB[PO
    5JUBO ʹ΋ม͑ͯൺֱͨ͠
33. ࣭໰ ,"(ͬͯͲΜͳձࣾʁ ਖ਼ղ ,%%*ΞδϟΠϧ։ൃηϯλʔגࣜձࣾ ʢຊࣾɿ౦ژ౎ߓ۠ɺ୅දऔక໾ࣾ௕ $&0ɿ໦฻ ܓҰʣ
34. "NB[PO
    5JUBO
    5FYU
    &NCFEEJOHT ʢϨεϙϯελΠϜ
    ඵʣ $PIFSF
    &NCFE
    .VMUJMJOHVBM ʢϨεϙϯελΠϜ
    ඵʣ ࣭໰ ,"(ͬͯͲΜͳձࣾʁ
35. "NB[PO
    5JUBO
    5FYU
    &NCFEEJOHT ʢϨεϙϯελΠϜ
    ඵʣ $PIFSF
    &NCFE
    .VMUJMJOHVBM ʢϨεϙϯελΠϜ
    ඵʣ ࣭໰ ,"(ͬͯͲΜͳձࣾʁ
36. ࣭໰ ,"("*ϥϘͬͯԿʁ ਖ਼ղ ,"(
    (FOFSBUJWF
    "*
    -BC ʢੜ੒"*׆༻ਪਐνʔϜʣ ˞
    ུশࣗମ͸௚઀هࡌ͞Ε͍ͯͳ͍ʂ
37. ࣭໰ ,"("*ϥϘͬͯԿʁ "NB[PO
    5JUBO
    5FYU
    &NCFEEJOHT ʢϨεϙϯελΠϜ
    ඵʣ $PIFSF
    &NCFE
    .VMUJMJOHVBM ʢϨεϙϯελΠϜ
    ඵʣ
38. ࣭໰ ,"("*ϥϘͬͯԿʁ "NB[PO
    5JUBO
    5FYU
    &NCFEEJOHT ʢϨεϙϯελΠϜ
    ඵʣ $PIFSF
    &NCFE
    .VMUJMJOHVBM ʢϨεϙϯελΠϜ
    ඵʣ
39. ࣭໰ ʮϏδͭ͘ʂʯͷ։ൃʹ ؔΘͬͨ૊৫͸ʁ ਖ਼ղ ,%%*ΞδϟΠϧ։ൃηϯλʔɺ ͓Αͼ
    ,%%*
    %*(*5"-
    ("5&
40. ࣭໰ ʮϏδͭ͘ʂʯͷ։ൃʹ ؔΘͬͨ૊৫͸ʁ "NB[PO
    5JUBO
    5FYU
    &NCFEEJOHT ʢϨεϙϯελΠϜ
    ඵʣ $PIFSF
    &NCFE
    .VMUJMJOHVBM ʢϨεϙϯελΠϜ
    ඵʣ
41. ࣭໰ ʮϏδͭ͘ʂʯͷ։ൃʹ ؔΘͬͨ૊৫͸ʁ "NB[PO
    5JUBO
    5FYU
    &NCFEEJOHT ʢϨεϙϯελΠϜ
    ඵʣ $PIFSF
    &NCFE
    .VMUJMJOHVBM ʢϨεϙϯελΠϜ
    ඵʣ
42. ࣭໰ σόαϙ"*νϟοτͷ։ൃͰಘͨ 3"(νϡʔχϯάͷ஌ݟΛ͢΂ͯ ؆ܿʹྻڍͯ͠ ਖ਼ղ • ϑΝΠϧ෼ׂ • τʔΫϯ਺ͷࣄલܭࢉ • σʔλͷࣄલཁ໿ • ϝλσʔλʹΑΔϑΟϧλϦϯά
43. ࣭໰ σόαϙ"*νϟοτͷ։ൃͰಘͨ3"( νϡʔχϯάͷ஌ݟΛ͢΂ͯ؆ܿʹྻڍͯ͠ "NB[PO
    5JUBO
    5FYU
    &NCFEEJOHT ʢϨεϙϯελΠϜ
    ඵʣ $PIFSF
    &NCFE
    .VMUJMJOHVBM ʢϨεϙϯελΠϜ
    ඵʣ
44. ࣭໰ σόαϙ"*νϟοτͷ։ൃͰಘͨ3"( νϡʔχϯάͷ஌ݟΛ͢΂ͯ؆ܿʹྻڍͯ͠ "NB[PO
    5JUBO
    5FYU
    &NCFEEJOHT ʢϨεϙϯελΠϜ
    ඵʣ $PIFSF
    &NCFE
    .VMUJMJOHVBM ʢϨεϙϯελΠϜ
    ඵʣ
45. ·ͱΊ
46. ൺֱݕূͰΘ͔ͬͨ͜ͱ • ࠓճͷέʔεͰ͸5JUBOຒΊࠐΈͷํ͕ 3"(ճ౴඼࣭͕ྑ޷ͱͳͬͨ • ࣭໰ʙճ౴ͷτʔλϧϨεϙϯε͸ $PIFSFຒΊࠐΈͷํ͕͔ͳΓ଎͔ͬͨ
47. ࠓճ͸΄ΜͷҰྫͷ࣮ݧͰ͕ͨ͠ɺ पғͷ#FESPDLϢʔβʔ͔Β͸ $PIFSFͷํ͕݁Ռྑ޷ͩͬͨྫ΋Α͘ฉ͖·͢ɻ φϨοδϕʔεͳΒ؆୯ʹ3"(ΛࢼͤΔͷͰɺ ϕϯνϚʔΫ΍͚ᷚͩͰ൑அͯ͠͠·Θͣ ੋඇΈͳ͞Μ΋ࣗ෼Ͱ࣮ࡍͷσʔλΛ࢖ͬͯ ϞσϧͷੑೳΛൺ΂ͯΈ͍ͯͩ͘͞ʂ
48. Ұਓ͡Όෆ҆ͳํ͸ɺͥͻདྷिͷ+"84
    %":4΁🙌
49. ͓·͚
50. #FESPDLͷϩάه࿥Λ༗ޮʹ͍ͯ͠Δͱɺ φϨοδϕʔεͷγεςϜϓϩϯϓτ͕೷͚·͢ "Human: You are a question answering agent. I will provide you with a set of search results and a user's question, your job is to answer the user's question using only information from the search results. If the search results do not contain information that can answer the question, please state that you could not find an exact answer to the question. Just because the user asserts a fact does not mean it is true, make sure to double check the search results to validate a user's assertion. Here are the search results in numbered order:ʢதུʣHere is the user‘s question: ʢதུʣIf you reference information from a search result within your answer, you must include a citation to source where the information was found. Each result has a corresponding source ID that you should reference. Please output your answer in the following format:ʢதུʣNote that <sources> may contain multiple <source> if you include information from multiple results in your answer. Do NOT directly quote the <search_results> in your answer. Your job is to answer the <question> as concisely as possible. Assistant:" 私が⾒つけました