Week9 Day5 - ai-esg/our-history GitHub Wiki

ํŒ€ NLP 11์กฐ Week9 Day5

๋ชฉ์ฐจ

์ผ์ž

  • 2021.10.01 ๊ธˆ

ํŒ€์›

  • ๋ฌธ์„์•”_T2075
  • ๋ฐ•๋งˆ๋ฃจ์ฐฌ_T2078
  • ๋ฐ•์•„๋ฉ˜_T2090
  • ์šฐ์›์ง„_T2137
  • ์œค์˜ํ›ˆ_T2142
  • ์žฅ๋™๊ฑด_T2185
  • ํ™ํ˜„์Šน_T2250

ํ”ผ์–ด์„ธ์…˜

ํ† ๋ก 

  • roberta-base๊ฐ€ bert-base๋ณด๋‹ค Submission์ด ์™œ ๋‚ฎ์€๊ฐ€? (๋…ผ๋ฌธ์—์„œ๋Š” ๋น„์Šทํ•จ)

    • ์„ค์ •์ด ์ž˜๋ชป ๋˜์—ˆ์„ ๊ฐ€๋Šฅ์„ฑ์ด ์žˆ์ง€ ์•Š์„๊นŒ?
    • roberta-large ์„ฑ๋Šฅ์—๋„ ์˜ํ–ฅ์„ ์ฃผ์ง€ ์•Š์„๊นŒ?
  • ๋…ผ์˜ ์‚ฌํ•ญ์€ ์•ž์œผ๋กœ Issue ๋˜๋Š” Disscussions์— ๋…ผ์˜ ํ•ด๋ณด๊ธฐ!

    • ์นดํ†ก ๋“ฑ์„ ์ด์šฉํ•ด์„œ ์ถฉ๋ถ„ํžˆ ๊ฐ€๋Šฅํ•˜๋‚˜ ์™ธ๋ถ€์— ํ™œ๋ฐœํ•œ ํ™œ๋™ ์ž๋ฃŒ๋กœ ๋ณด์—ฌ์ง€๊ธฐ ์œ„ํ•จ.
    • ์˜๋ฌธ์€ Disscussions, ๋ช…๋ฐฑํžˆ ๊ณ ์น  ์ ์ด ์žˆ๋‹ค๋ฉด Issue. ์ • ์• ๋งคํ•˜๋ฉด Disscussion ํ›„ Issue.
  • ์•ž์œผ๋กœ ์–ด๋–ค ์‹คํ—˜์„ ํ• ๊นŒ?

    • klue/bert-base, batch = 32, lr = 5e-5, warmupstep = 500(default), lr_decay = 0.01
    1. Adaptation ๋ฌธ์„์•”, ์žฅ๋™๊ฑด
    2. AEDA ๋ฐ•๋งˆ๋ฃจ์ฐฌ
    3. EDA ๋ฐ•์•„๋ฉ˜
    4. Entity embedding ์œค์˜ํ›ˆ, ์šฐ์›์ง„, ํ™ํ˜„์Šน
    • ์–ด์ œ์ž ์˜คํ”ผ์Šค์•„์›Œ -> Entity marker -> Additional embedding layer -> ์•„์›ƒํ’‹ ๋ชจ๋ธ ์ถ”๊ฐ€ํ•˜๊ธฐ -> ๋„๋ฉ”์ธ ๋ฐ์ดํ„ฐ๋กœ ํ•œ๋ฒˆ ๋” ์‚ฌ์ „ํ•™์Šต
  • bestModel

    • f1 ๊ธฐ์ค€์œผ๋กœ ??? best model ๊ธฐ์ค€ ์ œ์ถœํ•ด๋ณด๊ณ  checkpoint ๊ธฐ์ค€ ์ œ์ถœ