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
300
0
Share
Embed
Copy iframe code
Copy JS code
Copy link
Start on current slide
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
More Decks by 数理の弾丸
See All by 数理の弾丸
grill-me(grilling):AI駆動開発を超助けてくれるSkill / grill me
mathbullet
0
35
Claude Code × autoresearch 実践
mathbullet
0
250
【動画あり】Transformer論文解説
mathbullet
0
490
ゼロから始める大規模言語モデル入門
mathbullet
0
300
[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
150
[動画あり] AI入門特急コース
mathbullet
0
260
Featured
See All Featured
The Cult of Friendly URLs
andyhume
79
7k
Abbi's Birthday
coloredviolet
3
9.6k
A designer walks into a library…
pauljervisheath
211
24k
Java REST API Framework Comparison - PWX 2021
mraible
34
9.7k
We Analyzed 250 Million AI Search Results: Here's What I Found
joshbly
1
1.9k
Refactoring Trust on Your Teams (GOTO; Chicago 2020)
rmw
35
3.8k
Exploring the relationship between traditional SERPs and Gen AI search
raygrieselhuber
PRO
2
4.3k
Navigating Team Friction
lara
192
16k
Getting science done with accelerated Python computing platforms
jacobtomlinson
2
460
Paper Plane
katiecoart
PRO
2
53k
Automating Front-end Workflow
addyosmani
1369
210k
SEO Brein meetup: CTRL+C is not how to scale international SEO
lindahogenes
1
2.8k
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༻͍࣮ͨ