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2020 – today
- 2024
[c6]Cícero Nogueira dos Santos, James Lee-Thorp, Isaac Noble, Chung-Ching Chang, David C. Uthus:
Memory Augmented Language Models through Mixture of Word Experts. NAACL-HLT 2024: 4425-4438- 2023
- [j1]Adam Roberts, Hyung Won Chung, Gaurav Mishra, Anselm Levskaya, James Bradbury, Daniel Andor, Sharan Narang, Brian Lester, Colin Gaffney, Afroz Mohiuddin, Curtis Hawthorne, Aitor Lewkowycz, Alex Salcianu, Marc van Zee, Jacob Austin, Sebastian Goodman, Livio Baldini Soares, Haitang Hu, Sasha Tsvyashchenko, Aakanksha Chowdhery, Jasmijn Bastings, Jannis Bulian, Xavier Garcia, Jianmo Ni, Andrew Chen, Kathleen Kenealy, Kehang Han, Michelle Casbon, Jonathan H. Clark, Stephan Lee, Dan Garrette, James Lee-Thorp, Colin Raffel, Noam Shazeer, Marvin Ritter, Maarten Bosma, Alexandre Passos, Jeremy Maitin-Shepard, Noah Fiedel, Mark Omernick, Brennan Saeta, Ryan Sepassi, Alexander Spiridonov, Joshua Newlan, Andrea Gesmundo:
Scaling Up Models and Data with t5x and seqio. J. Mach. Learn. Res. 24: 377:1-377:8 (2023) - [c5]Joshua Ainslie, James Lee-Thorp, Michiel de Jong, Yury Zemlyanskiy, Federico Lebrón, Sumit Sanghai:
GQA: Training Generalized Multi-Query Transformer Models from Multi-Head Checkpoints. EMNLP 2023: 4895-4901 - [c4]Joshua Ainslie, Tao Lei, Michiel de Jong, Santiago Ontañón, Siddhartha Brahma, Yury Zemlyanskiy, David C. Uthus, Mandy Guo, James Lee-Thorp, Yi Tay, Yun-Hsuan Sung, Sumit Sanghai:
CoLT5: Faster Long-Range Transformers with Conditional Computation. EMNLP 2023: 5085-5100 - [c3]Aran Komatsuzaki, Joan Puigcerver, James Lee-Thorp, Carlos Riquelme Ruiz, Basil Mustafa, Joshua Ainslie, Yi Tay, Mostafa Dehghani, Neil Houlsby:
Sparse Upcycling: Training Mixture-of-Experts from Dense Checkpoints. ICLR 2023 - [i8]Joshua Ainslie, Tao Lei, Michiel de Jong, Santiago Ontañón, Siddhartha Brahma, Yury Zemlyanskiy, David C. Uthus, Mandy Guo, James Lee-Thorp, Yi Tay, Yun-Hsuan Sung, Sumit Sanghai:
CoLT5: Faster Long-Range Transformers with Conditional Computation. CoRR abs/2303.09752 (2023) - [i7]Joshua Ainslie, James Lee-Thorp, Michiel de Jong, Yury Zemlyanskiy, Federico Lebrón, Sumit Sanghai:
GQA: Training Generalized Multi-Query Transformer Models from Multi-Head Checkpoints. CoRR abs/2305.13245 (2023) - [i6]Cícero Nogueira dos Santos, James Lee-Thorp, Isaac Noble, Chung-Ching Chang, David C. Uthus:
Memory Augmented Language Models through Mixture of Word Experts. CoRR abs/2311.10768 (2023) - 2022
- [c2]James Lee-Thorp, Joshua Ainslie:
Sparse Mixers: Combining MoE and Mixing to build a more efficient BERT. EMNLP (Findings) 2022: 58-75 - [c1]James Lee-Thorp, Joshua Ainslie, Ilya Eckstein, Santiago Ontañón:
FNet: Mixing Tokens with Fourier Transforms. NAACL-HLT 2022: 4296-4313 - [i5]Adam Roberts, Hyung Won Chung, Anselm Levskaya, Gaurav Mishra, James Bradbury, Daniel Andor, Sharan Narang, Brian Lester, Colin Gaffney, Afroz Mohiuddin, Curtis Hawthorne, Aitor Lewkowycz, Alex Salcianu, Marc van Zee, Jacob Austin, Sebastian Goodman, Livio Baldini Soares, Haitang Hu, Sasha Tsvyashchenko, Aakanksha Chowdhery, Jasmijn Bastings, Jannis Bulian, Xavier Garcia, Jianmo Ni, Andrew Chen, Kathleen Kenealy, Jonathan H. Clark, Stephan Lee, Dan Garrette, James Lee-Thorp, Colin Raffel, Noam Shazeer, Marvin Ritter, Maarten Bosma, Alexandre Passos, Jeremy Maitin-Shepard, Noah Fiedel, Mark Omernick, Brennan Saeta, Ryan Sepassi, Alexander Spiridonov, Joshua Newlan, Andrea Gesmundo:
Scaling Up Models and Data with t5x and seqio. CoRR abs/2203.17189 (2022) - [i4]James Lee-Thorp, Joshua Ainslie:
Sparse Mixers: Combining MoE and Mixing to build a more efficient BERT. CoRR abs/2205.12399 (2022) - [i3]Aran Komatsuzaki, Joan Puigcerver, James Lee-Thorp, Carlos Riquelme Ruiz, Basil Mustafa, Joshua Ainslie, Yi Tay, Mostafa Dehghani, Neil Houlsby:
Sparse Upcycling: Training Mixture-of-Experts from Dense Checkpoints. CoRR abs/2212.05055 (2022) - 2021
- [i2]James Lee-Thorp, Joshua Ainslie, Ilya Eckstein, Santiago Ontañón:
FNet: Mixing Tokens with Fourier Transforms. CoRR abs/2105.03824 (2021) - [i1]Gurmeet Manku, James Lee-Thorp, Bhargav Kanagal, Joshua Ainslie, Jingchen Feng, Zach Pearson, Ebenezer Anjorin, Sudeep Gandhe, Ilya Eckstein, Jim Rosswog, Sumit Sanghai, Michael Pohl, Larry Adams, D. Sivakumar:
ShopTalk: A System for Conversational Faceted Search. CoRR abs/2109.00702 (2021)
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