context length

Insight ๐Ÿ˜Ž

LM์˜ context window, ๊ธธ์–ด์•ผ ํ• ๊นŒ? ์งง์•„์•ผ ํ• ๊นŒ? ๐Ÿ“๐Ÿคจ

Newly spotlighted elements of LM โœจ LM์€ ์‹œ์‹œ๊ฐ๊ฐ ๋ณ€ํ™”ํ•ด๊ฐ€๊ณ  ์žˆ๋‹ค. ๋ฉฐ์น  ์ „์— ์ƒˆ๋กญ๊ฒŒ ๋ฐœํ‘œ๋œ ๋ชจ๋ธ์ด ์˜ค๋Š˜์—์„œ๋Š” ๊ทธ ๋ฉด๋ชจ๊ฐ€ ๋‚ฑ๋‚ฑ์ด ํŒŒ์•…๋˜์–ด ๋ถ€์กฑํ•œ ์ ๋“ค์ด๋‚˜ ๋‹จ์ ๋“ค์ด ์ง€์ ๋ฐ›๊ณ  ์žˆ๋Š” ์š”์ฆ˜์ด๋‹ค. ๐Ÿ˜ฅ ๊ทธ๋งŒํผ LM์€ ๊ทธ๊ฒƒ์ด ํŒŒ๋ผ๋ฏธํ„ฐ๋“  ๋ฐ์ดํ„ฐ๋“  ๋‹ค๋ฐฉ๋ฉด์œผ๋กœ ๋น ๋ฅด๊ฒŒ ๋ณ€ํ™”ํ•ด๋‚˜๊ฐ€๊ณ  ์žˆ๋Š”๋ฐ, ์ด๋ฒˆ ํฌ์ŠคํŒ…์—์„œ ๋‹ค๋ค„๋ณด๊ณ ์ž ํ•˜๋Š” ๋‚ด์šฉ์€ ์˜ค๋žœ ์‹œ๊ฐ„ ๋™์•ˆ ๋ณ„๋กœ ๊ฑด๋“œ๋ ค์ง€์ง€ ์•Š๋‹ค๊ฐ€ ์ตœ๊ทผ์— ์—ฌ๋Ÿฌ ์—ฐ๊ตฌ(Chen et al., 2023, Ding et al., 2023, Liu et al., 2023)๋ฅผ ํ†ตํ•ด ๋‹ค์‹œ ๊ฐ๊ด‘๋ฐ›๊ณ  ์žˆ๋Š” ๋‚ด์šฉ์ธ LM์˜ context window์— ๋Œ€ํ•ด์„œ ์–˜๊ธฐํ•ด๋ณด๊ณ ์ž ํ•œ๋‹ค! ๐Ÿ˜Š What is the 'context window'? ๐Ÿค” ์‹œ์ž‘ํ•˜๊ธฐ์— ์•ž์„œ์„œ ์ด๋ฒˆ ํฌ์ŠคํŒ…์—์„œ ์ค‘์š”ํ•˜๊ฒŒ ๋‹ค๋ค„๋ณผ ๋‚ด์šฉ์ธ ..

Cartinoe
'context length' ํƒœ๊ทธ์˜ ๊ธ€ ๋ชฉ๋ก