ThinkPrune: Pruning Long Chain-of-Thought of LLMs via Reinforcement Learning

Bairu Hou, Yang Zhang, Jiabao Ji, Yujian Liu, Kaizhi Qian, Jacob Andreas, Shiyu Chang

Action editor: Jinwoo Shin

https://openreview.net/forum?id=V51gPu1uQD

#thinking #thinkprune #pruning

Chopped Dogwood stems, looking vibrant in the sun. Photos 2 & 3: some stems woven into plant supports (by Sue Butler). Fantastic!
#dogwood #pruning #backgarden #plantsupports #hull

14 Perennials to Cut Back in April When You're Doing Your Winter Clean Up In the Garden | Flipboard yourlifestylelibrary.com - April is nearly upon us, and I always think it’s a bit of a funny month in the garden as you’re never quite sure if winter is really done. Sometimes …

flip.it/YxCKRt Cutting back at the right time, in the right way, makes a huge difference to how your perennials perform all summer long. #flipboardusergroup #gardening #soil #flowers #perennials #garden #gardeningtips #spring #gardener #pruning

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www.instagram.com/reel/DWNGxKO... Organic RETAIN Spray is a great garden tool cleaner & sanitizer. It also lubricates to make your tools work better & last. Available on Walmart.com & Amazon #organic #pruning #saws #cleans #garden

youtube.com/watch?v=VE7l...
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Wow, what a game changer. A spray that can clean garden tools, sanitize and lubricates without rusting plus it’s organic. It even smells great! See bio to find out how to get your bottle of RETAIN gar... TikTok video by RETAIN Pruner Cleaner

www.tiktok.com/t/ZP8bmCMH3/ Wow, what a game changer. A spray that cleans garden tools, sanitize & lubricates without rusting, it’s organic🌿 Get yours at Walmart.com #gardeningtips #organicproduct #organicgardening #pruning

High-Layer Attention Pruning with Rescaling

Songtao Liu, Peng Liu

Action editor: Changyou Chen

https://openreview.net/forum?id=jkPBIxYmWE

#pruning #attention #representations