Alert button
Picture for Denny Zhou

Denny Zhou

Alert button

Symbol tuning improves in-context learning in language models

May 15, 2023
Jerry Wei, Le Hou, Andrew Lampinen, Xiangning Chen, Da Huang, Yi Tay, Xinyun Chen, Yifeng Lu, Denny Zhou, Tengyu Ma, Quoc V. Le

Figure 1 for Symbol tuning improves in-context learning in language models
Figure 2 for Symbol tuning improves in-context learning in language models
Figure 3 for Symbol tuning improves in-context learning in language models
Figure 4 for Symbol tuning improves in-context learning in language models
Viaarxiv icon

Teaching Large Language Models to Self-Debug

Apr 11, 2023
Xinyun Chen, Maxwell Lin, Nathanael Schärli, Denny Zhou

Figure 1 for Teaching Large Language Models to Self-Debug
Figure 2 for Teaching Large Language Models to Self-Debug
Figure 3 for Teaching Large Language Models to Self-Debug
Figure 4 for Teaching Large Language Models to Self-Debug
Viaarxiv icon

Larger language models do in-context learning differently

Mar 08, 2023
Jerry Wei, Jason Wei, Yi Tay, Dustin Tran, Albert Webson, Yifeng Lu, Xinyun Chen, Hanxiao Liu, Da Huang, Denny Zhou, Tengyu Ma

Figure 1 for Larger language models do in-context learning differently
Figure 2 for Larger language models do in-context learning differently
Figure 3 for Larger language models do in-context learning differently
Figure 4 for Larger language models do in-context learning differently
Viaarxiv icon

The Flan Collection: Designing Data and Methods for Effective Instruction Tuning

Feb 14, 2023
Shayne Longpre, Le Hou, Tu Vu, Albert Webson, Hyung Won Chung, Yi Tay, Denny Zhou, Quoc V. Le, Barret Zoph, Jason Wei, Adam Roberts

Figure 1 for The Flan Collection: Designing Data and Methods for Effective Instruction Tuning
Figure 2 for The Flan Collection: Designing Data and Methods for Effective Instruction Tuning
Figure 3 for The Flan Collection: Designing Data and Methods for Effective Instruction Tuning
Figure 4 for The Flan Collection: Designing Data and Methods for Effective Instruction Tuning
Viaarxiv icon

Large Language Models Can Be Easily Distracted by Irrelevant Context

Feb 13, 2023
Freda Shi, Xinyun Chen, Kanishka Misra, Nathan Scales, David Dohan, Ed Chi, Nathanael Schärli, Denny Zhou

Figure 1 for Large Language Models Can Be Easily Distracted by Irrelevant Context
Figure 2 for Large Language Models Can Be Easily Distracted by Irrelevant Context
Figure 3 for Large Language Models Can Be Easily Distracted by Irrelevant Context
Figure 4 for Large Language Models Can Be Easily Distracted by Irrelevant Context
Viaarxiv icon

What learning algorithm is in-context learning? Investigations with linear models

Nov 29, 2022
Ekin Akyürek, Dale Schuurmans, Jacob Andreas, Tengyu Ma, Denny Zhou

Figure 1 for What learning algorithm is in-context learning? Investigations with linear models
Figure 2 for What learning algorithm is in-context learning? Investigations with linear models
Figure 3 for What learning algorithm is in-context learning? Investigations with linear models
Figure 4 for What learning algorithm is in-context learning? Investigations with linear models
Viaarxiv icon

TEMPERA: Test-Time Prompting via Reinforcement Learning

Nov 21, 2022
Tianjun Zhang, Xuezhi Wang, Denny Zhou, Dale Schuurmans, Joseph E. Gonzalez

Figure 1 for TEMPERA: Test-Time Prompting via Reinforcement Learning
Figure 2 for TEMPERA: Test-Time Prompting via Reinforcement Learning
Figure 3 for TEMPERA: Test-Time Prompting via Reinforcement Learning
Figure 4 for TEMPERA: Test-Time Prompting via Reinforcement Learning
Viaarxiv icon

Scaling Instruction-Finetuned Language Models

Oct 20, 2022
Hyung Won Chung, Le Hou, Shayne Longpre, Barret Zoph, Yi Tay, William Fedus, Eric Li, Xuezhi Wang, Mostafa Dehghani, Siddhartha Brahma, Albert Webson, Shixiang Shane Gu, Zhuyun Dai, Mirac Suzgun, Xinyun Chen, Aakanksha Chowdhery, Sharan Narang, Gaurav Mishra, Adams Yu, Vincent Zhao, Yanping Huang, Andrew Dai, Hongkun Yu, Slav Petrov, Ed H. Chi, Jeff Dean, Jacob Devlin, Adam Roberts, Denny Zhou, Quoc V. Le, Jason Wei

Figure 1 for Scaling Instruction-Finetuned Language Models
Figure 2 for Scaling Instruction-Finetuned Language Models
Figure 3 for Scaling Instruction-Finetuned Language Models
Figure 4 for Scaling Instruction-Finetuned Language Models
Viaarxiv icon