1 code implementation • 10 Apr 2024 • Shishir G. Patil, Tianjun Zhang, Vivian Fang, Noppapon C., Roy Huang, Aaron Hao, Martin Casado, Joseph E. Gonzalez, Raluca Ada Popa, Ion Stoica
We believe this is critical to unlock the potential for LLM agents to interact with applications and services with limited (post-facto) human involvement.
1 code implementation • 15 Mar 2024 • Tianjun Zhang, Shishir G. Patil, Naman jain, Sheng Shen, Matei Zaharia, Ion Stoica, Joseph E. Gonzalez
In this paper, we present Retrieval Augmented FineTuning (RAFT), a training recipe that improves the model's ability to answer questions in a "open-book" in-domain settings.
1 code implementation • 12 Oct 2023 • Charles Packer, Sarah Wooders, Kevin Lin, Vivian Fang, Shishir G. Patil, Ion Stoica, Joseph E. Gonzalez
Large language models (LLMs) have revolutionized AI, but are constrained by limited context windows, hindering their utility in tasks like extended conversations and document analysis.
1 code implementation • 24 May 2023 • Shishir G. Patil, Tianjun Zhang, Xin Wang, Joseph E. Gonzalez
Large Language Models (LLMs) have seen an impressive wave of advances recently, with models now excelling in a variety of tasks, such as mathematical reasoning and program synthesis.
1 code implementation • 15 Jul 2022 • Shishir G. Patil, Paras Jain, Prabal Dutta, Ion Stoica, Joseph E. Gonzalez
We demonstrate that it is possible to fine-tune both ResNet-18 and BERT within the memory constraints of a Cortex-M class embedded device while outperforming current edge training methods in energy efficiency.
1 code implementation • Proceedings of the 32nd Annual ACM Symposium on User Interface Software and Technology (UIST'19) 2019 • Shishir G. Patil, Don Dennis, Chirag Pabbaraju, Nadeem Shaheer, Harsha Vardhan Simhadri, Vivek Seshadri, Manik Varma, Prateek Jain
Our in-lab study shows that GesturePod achieves 92% gesture recognition accuracy and can help perform common smartphone tasks faster.
Ranked #1 on Gesture Recognition on GesturePod