Search Results for author: Siyan Zhao

Found 2 papers, 1 papers with code

Prepacking: A Simple Method for Fast Prefilling and Increased Throughput in Large Language Models

1 code implementation15 Apr 2024 Siyan Zhao, Daniel Israel, Guy Van Den Broeck, Aditya Grover

In this work, we highlight the following pitfall of prefilling: for batches containing high-varying prompt lengths, significant computation is wasted by the standard practice of padding sequences to the maximum length.

Group Preference Optimization: Few-Shot Alignment of Large Language Models

no code implementations17 Oct 2023 Siyan Zhao, John Dang, Aditya Grover

We introduce Group Preference Optimization (GPO), an alignment framework that steers language models to preferences of individual groups in a few-shot manner.

Few-Shot Learning

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