no code implementations • 25 Apr 2024 • Changho Lee, Janghoon Han, Seonghyeon Ye, Stanley Jungkyu Choi, Honglak Lee, Kyunghoon Bae
Instruction tuning has shown its ability to not only enhance zero-shot generalization across various tasks but also its effectiveness in improving the performance of specific tasks.
no code implementations • 14 Mar 2023 • Hyungjun Lim, Younggwan Kim, Kiho Yeom, Eunjoo Seo, Hoodong Lee, Stanley Jungkyu Choi, Honglak Lee
Self-supervised learning method that provides generalized speech representations has recently received increasing attention.
1 code implementation • 6 Sep 2022 • Janghoon Han, Joongbo Shin, Hosung Song, Hyunjik Jo, Gyeonghun Kim, Yireun Kim, Stanley Jungkyu Choi
In the experiment, we investigate the effect of weighted negative sampling, post-training, and style transfer.
2 code implementations • ICLR 2022 • Joel Jang, Seonghyeon Ye, Sohee Yang, Joongbo Shin, Janghoon Han, Gyeonghun Kim, Stanley Jungkyu Choi, Minjoon Seo
By highlighting the critical causes of knowledge forgetting, we show that CKL is a challenging and important problem that helps us better understand and train ever-changing LMs.
2 code implementations • WS 2018 • Hwiyeol Jo, Stanley Jungkyu Choi
The method consists of 3 steps as follows: (i) Expanding 1 or more dimension(s) on all the word vectors, filling with their representative value.