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8. Finding Certified Lottery Tickets for Multilingual Language Models - arXiv
Comparing KS-Lottery with other parameter-efficient tuning algorithms on ... Our main theoretical results are as follows, the proofs can be found in ...
Fei Yuan1, Chang Ma2, Shuai Yuan1, Qiushi Sun2, Lei Li3 1 Shanghai Artificial Intelligence Laboratory 2 The University of Hong Kong 3 Carnegie Mellon University yuanfei@pjlab.org.cn, cma@cs.hku.hk, syuanaf@connect.ust.hk, qiushisun@u.nus.edu, leili@cs.cmu.edu
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13. Finding Certified Lottery Tickets for Multilingual Language Models - arXiv
Feb 5, 2024 · Comparing KS-Lottery with other parameter-efficient tuning ... Web Accessibility Assistance · arXiv Operational Status Get status ...
The lottery ticket hypothesis posits the existence of ``winning tickets'' within a randomly initialized neural network. Do winning tickets exist for LLMs in fine-tuning scenarios? How can we find such winning tickets? In this paper, we propose KS-Lottery, a method to identify a small subset of LLM parameters highly effective in multilingual fine-tuning. Our key idea is to use Kolmogorov-Smirnov Test to analyze the distribution shift of parameters before and after fine-tuning. We further theoretically prove that KS-Lottery can find the certified winning tickets in the embedding layer, fine-tuning on the found parameters is guaranteed to perform as well as full fine-tuning. Comparing KS-Lottery with other parameter-efficient tuning algorithms on translation tasks, the experimental results show that KS-Lottery finds a much smaller set of parameters for fine-tuning while achieving the comparable performance as full fine-tuning LLM. Surprisingly, we find that fine-tuning 18 tokens' embedding of LLaMA suffices to reach the fine-tuning translation performance~\footnote{https://github.com/CONE-MT/KS-Lottery.}.
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16. Kansas (KS) Lottery - Winning Numbers, Results and Jackpots
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