Top Tweets for #Matformer

almost 2 years ago

2/ Speculative decoding generates future tokens using a smaller model and verifies them using a bigger model. #Matformer and #Flextron train one model where smaller subsets of it can be selected for efficient deployment. But what is the optimal routing pattern for the small or big model? Duo-LLM tackles this by first integrating smaller auxiliary modules to adjust computation dynamically. Duo-LLM uses oracles to identify optimal token routing patterns, allowing some tokens to bypass layers or use smaller modules while reserving larger modules for more complex tokens.

MFarajtabar's tweet photo. 2/ Speculative decoding generates future tokens using a smaller model and verifies them using a bigger model. #Matformer and #Flextron train one model where smaller subsets of it can be selected for efficient deployment. But what is the optimal routing pattern for the small or big model? Duo-LLM tackles this by first integrating smaller auxiliary modules to adjust computation dynamically. Duo-LLM uses oracles to identify optimal token routing patterns, allowing some tokens to bypass layers or use smaller modules while reserving larger modules for more complex tokens.

Kempner Institute at Harvard University @KempnerInst

over 2 years ago

In our latest Deeper Learning blog post, the authors introduce an algorithmic method to elastically deploy large models, the #MatFormer. Read more: https://t.co/ZhRfZL0FJC #KempnerInstitute @adityakusupati @snehaark @Devvrit_Khatri @Tim_Dettmers

KempnerInst's tweet photo. In our latest Deeper Learning blog post, the authors introduce an algorithmic method to elastically deploy large models, the #MatFormer. Read more: https://t.co/ZhRfZL0FJC #KempnerInstitute @adityakusupati @snehaark @Devvrit_Khatri @Tim_Dettmers https://t.co/IuI4xTKk2U

23K

Top Tweets for #Matformer

Last Seen Hashtags on Sotwe

Trends for you

Most Popular Users