Upgrade to Pro
— share decks privately, control downloads, hide ads and more …
Speaker Deck
Features
Speaker Deck
PRO
Sign in
Sign up for free
Search
Search
RAG:チャットボットの能力を底上げする技術
Search
数理の弾丸
June 08, 2024
0
250
RAG:チャットボットの能力を底上げする技術
https://youtu.be/L1tDr3C7z-Q
数理の弾丸
June 08, 2024
Tweet
Share
More Decks by 数理の弾丸
See All by 数理の弾丸
【動画あり】Transformer論文解説
mathbullet
0
270
ゼロから始める大規模言語モデル入門
mathbullet
0
210
[動画あり] 線形回帰を題材に汎用的な理解を身につける:座学編
mathbullet
0
96
[動画あり] AI入門特急コース
mathbullet
0
200
Featured
See All Featured
The Myth of the Modular Monolith - Day 2 Keynote - Rails World 2024
eileencodes
26
3.3k
Sharpening the Axe: The Primacy of Toolmaking
bcantrill
46
2.6k
Helping Users Find Their Own Way: Creating Modern Search Experiences
danielanewman
31
3.1k
Tell your own story through comics
letsgokoyo
1
780
Ruling the World: When Life Gets Gamed
codingconduct
0
120
Making the Leap to Tech Lead
cromwellryan
135
9.7k
Chasing Engaging Ingredients in Design
codingconduct
0
97
Unsuck your backbone
ammeep
671
58k
Introduction to Domain-Driven Design and Collaborative software design
baasie
1
550
Discover your Explorer Soul
emna__ayadi
2
1k
SEO Brein meetup: CTRL+C is not how to scale international SEO
lindahogenes
0
2.3k
Templates, Plugins, & Blocks: Oh My! Creating the theme that thinks of everything
marktimemedia
31
2.7k
Transcript
ࠓճͷ༰ 3"(ͷجຊతͳΈ -BOH$IBJOΛ༻͍࣮ͨ
Α͋͘Δέʔε --.ʹࣾࢿྉΛࢀরͤͯ͞ɺࣾһͷٙʹ͑ΔνϟοτϘοτΛ࡞Γ͍ͨ ࣮ ࣾһ ࣾ༻1$ʹෆ۩߹͕ى͖ͨɻͲ͜ʹ͍߹ΘͤͨΒྑ͍ʁ LLM ۀϚχϡΞϧʹΑΔͱʜ ۀυΩϡϝϯτ
Α͋͘Δέʔε --.ʹࣾࢿྉΛࢀরͤͯ͞ɺࣾһͷٙʹ͑ΔνϟοτϘοτΛ࡞Γ͍ͨ ࣮ ࣾһ ࣾ༻1$ʹෆ۩߹͕ى͖ͨɻͲ͜ʹ͍߹ΘͤͨΒྑ͍ʁ LLM ۀϚχϡΞϧʹΑΔͱʜ ۀυΩϡϝϯτ ݸผͷతʹಛԽͨ͠--.Λ࡞Γ͍ͨ
͔͠͠
Βͳ͍͜ͱ͑ΒΕͳ͍
ϓϩϯϓτʹૠ͠ࠐΊ͑ΒΕΔ
Α͋͘Δέʔε --.ʹࣾࢿྉΛࢀরͤͯ͞ɺࣾһͷٙʹ͑ΔνϟοτϘοτΛ࡞Γ͍ͨ ࣮ ࣾһ ࣾ༻1$ʹෆ۩߹͕ى͖ͨɻͲ͜ʹ͍߹ΘͤͨΒྑ͍ʁ LLM ۀϚχϡΞϧʹΑΔͱʜ ۀυΩϡϝϯτ ͦͦϓϩϯϓτʹૠ͠ࠐΉͨΊͷ༰ΛΓ͍ͨ
ࠓճֶͿٕज़ ͜͜Λ֎෦จॻ͔Β୳͖ͯͯ͠ɺࣗಈͰૠ͠ࠐΉ
ࠓճֶͿٕज़ ͜͜Λ֎෦จॻ͔Β୳͖ͯͯ͠ɺࣗಈͰૠ͠ࠐΉ ͜ΕΛ࣮ݱ͢Δͷ͕3"(
ࠓճͷ༰ 3"(ͷجຊతͳΈ -BOH$IBJOΛ༻͍࣮ͨ
3FUSJFWBM "VHNFOUFE (FOFSBUJPO
3FUSJFWBM "VHNFOUFE (FOFSBUJPO நग़ ิ ੜ
3"(ͷΈ ཧͷؙͬͯͬͯΔʁ ࣭ ֎෦ࣝ
3"(ͷΈ ཧͷؙͬͯͬͯΔʁ ࣭ ֎෦ࣝ ςΩετຒΊࠐΈϞσϧ
3"(ͷΈ ཧͷؙͬͯͬͯΔʁ ࣭ ֎෦ࣝ ςΩετຒΊࠐΈϞσϧ ϕΫτϧσʔλϕʔε ࣭ϕΫτϧ
3"(ͷΈ ςΩετຒΊࠐΈϞσϧ ϕΫτϧσʔλϕʔε ࣭ϕΫτϧ
3"(ͷΈ ςΩετຒΊࠐΈϞσϧ ϕΫτϧσʔλϕʔε ྨࣅܭࢉɾநग़ ࣭ϕΫτϧ
3"(ͷΈ ςΩετຒΊࠐΈϞσϧ ϕΫτϧσʔλϕʔε ྨࣅܭࢉɾநग़ ࣭ͱ࠷ྨࣅͨ͠֎෦ࣝ ʮཧͷؙʯɺਓೳݴޠʹ·ͭΘΔઐΛΘ͔Γ͘͢ɺʜ ࣭ϕΫτϧ
ຒΊࠐΈɾྨࣅܭࢉɾநग़ ࣭ͱ࠷ྨࣅͨ͠֎෦ࣝ ʮཧͷؙʯɺਓೳݴޠʹ·ͭΘΔઐΛΘ͔Γ͘͢ɺʜ ཧͷؙͬͯͬͯΔʁ ࣭ ֎෦ࣝ 3"(ͷΈ
ຒΊࠐΈɾྨࣅܭࢉɾநग़ ࣭ͱ࠷ྨࣅͨ͠֎෦ࣝ ʮཧͷؙʯɺਓೳݴޠʹ·ͭΘΔઐΛΘ͔Γ͘͢ɺʜ ཧͷؙͬͯͬͯΔʁ ࣭ ֎෦ࣝ ʮཧͷؙʯɺਓೳݴޠʹ·ͭΘΔઐΛΘ͔Γ͘͢ɺޡຐԽͣ͞ʹ ͑Δ͜ͱΛࢦ͢νϟϯωϧͰ͢ɻ ิࡁΈ࣭
ཧͷؙͬͯͬͯΔʁ ֎෦ࣝ ࣭ 3"(ͷΈ
σʔλΛϕΫτϧͰද͢ͱ͍͏ൃ CLIP (https://arxiv.org/pdf/2103.00020) ը૾ͱςΩετ w ը૾ͱςΩετͷྨࣅΛܭࢉՄೳ w ը૾ݕࡧɺը૾ੜFUD τʔΫϯ
w 5SBOTGPSNFSͷίΞతׂΛ୲͏ͷ τʔΫϯϕΫτϧͷྨࣅܭࢉ w νϟοτϘοτόϒϧͷىരࡎ
σʔλΛϕΫτϧͰද͢ͱ͍͏ൃ CLIP (https://arxiv.org/pdf/2103.00020) ը૾ͱςΩετ w ը૾ͱςΩετͷྨࣅΛܭࢉՄೳ w ը૾ݕࡧɺը૾ੜFUD τʔΫϯ
w 5SBOTGPSNFSͷίΞతׂΛ୲͏ͷ τʔΫϯϕΫτϧͷྨࣅܭࢉ w νϟοτϘοτόϒϧͷىരࡎ ྨࣅੵΛجʹٻΊΔ ʢେʣ
ຒΊࠐΈɾྨࣅܭࢉɾநग़ ࣭ͱ࠷ྨࣅͨ͠֎෦ࣝ ʮཧͷؙʯɺਓೳݴޠʹ·ͭΘΔઐΛΘ͔Γ͘͢ɺʜ ཧͷؙͬͯͬͯΔʁ ࣭ ֎෦ࣝ ʮཧͷؙʯɺਓೳݴޠʹ·ͭΘΔઐΛΘ͔Γ͘͢ɺޡຐԽͣ͞ʹ ͑Δ͜ͱΛࢦ͢νϟϯωϧͰ͢ɻ ิࡁΈ࣭
ཧͷؙͬͯͬͯΔʁ ֎෦ࣝ ࣭ 3"(ͷΈ Ͳ ͜ ͕ ճ ͷ ࣭ ʹ Ө ڹ ͢ Δ ʁ
ࠓճͷ༰ 3"(ͷجຊతͳΈ -BOH$IBJOΛ༻͍࣮ͨ