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alex zhang#905
alex zhang#905Stanford's Yoonho Lee argues that text optimization methods like prompting are undervalued compared to gradient-based weight training
The methods offer superior sample efficiency in low-data settings.
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Omar Khattab@lateinteraction
as usual from @yoonholeee, this is extremely well-written and a great way to organize the major arguments in this space
Yoonho Lee@yoonholeee
http://x.com/i/article/2064017981982859264
2dViews 43.7KLikes 313Bookmarks 394
Ahmad Beirami@abeirami
Highly recommended post by @yoonholeee discussing rich new research directions!
Harness engineering will come to an end. An era of harness learning is in front of us, with massive room for empirical and theoretical research on data, architectures, and algorithms.
Yoonho Lee@yoonholeee
http://x.com/i/article/2064017981982859264
1dViews 5.4KLikes 24Bookmarks 30
Ahmad Beirami@abeirami
Excellent piece by @yoonholeee!
Harness should be learned, not engineered, and you'll find rich research directions on harness optimization in Yoonhoo's post.
Yoonho Lee@yoonholeee
http://x.com/i/article/2064017981982859264
1dViews 86Likes 0Bookmarks 2
Ahmad Beirami@abeirami
Excellent piece by @yoonholeee!
Harness should be learned, not engineered. You'll find rich research directions on harness optimization in Yoonhoo's post.
Yoonho Lee@yoonholeee
http://x.com/i/article/2064017981982859264
1dViews 151Likes 1Bookmarks 1
Ahmad Beirami@abeirami
Highly recommended post by @yoonholeee discussing rich new research directions!
Harness engineering will come to an end. An era of harness learning is in front of us, with massive room for empirical and theoretical research on data, architectures, and algorithms.
Yoonho Lee@yoonholeee
http://x.com/i/article/2064017981982859264
1dViews 9Likes 0Bookmarks 1
oso@osoleve
@yoonholeee @a1zhang I started making Tools For This, glitchlings has tools for corrupting text as well as a starter toolkit for comparative sequence analysis (and lots of integrations), all FL/OSS 🫡
https://github.com/osoleve/glitchlings
2dViews 91Likes 2
Rugbist@rugbist_
@lateinteraction @yoonholeee rare to see someone break it down without taking sides tbh
what stood out to u the most from it?
2dViews 159
Jesse Jr Lim (林振燊)@Jessejrlim
@yoonholeee ^^ I'm building alot of this. Some differences. Improvement has to be gated, versioned for compliance. But there's ways to have best of both worlds. https://chatgpt.com/share/6a2731ea-d2d8-8330-a501-6f8001b7bb43
2dViews 8