Search Results for author: Lisa Wang

Found 5 papers, 3 papers with code

Pareto-Optimal Quantized ResNet Is Mostly 4-bit

4 code implementations7 May 2021 Amirali Abdolrashidi, Lisa Wang, Shivani Agrawal, Jonathan Malmaud, Oleg Rybakov, Chas Leichner, Lukasz Lew

In this work, we use ResNet as a case study to systematically investigate the effects of quantization on inference compute cost-quality tradeoff curves.

Quantization

Separating the Wheat from the Chaff with BREAD: An open-source benchmark and metrics to detect redundancy in text

1 code implementation11 Nov 2023 Isaac Caswell, Lisa Wang, Isabel Papadimitriou

Data quality is a problem that perpetually resurfaces throughout the field of NLP, regardless of task, domain, or architecture, and remains especially severe for lower-resource languages.

Language Modelling

Solving math word problems with process- and outcome-based feedback

no code implementations25 Nov 2022 Jonathan Uesato, Nate Kushman, Ramana Kumar, Francis Song, Noah Siegel, Lisa Wang, Antonia Creswell, Geoffrey Irving, Irina Higgins

Recent work has shown that asking language models to generate reasoning steps improves performance on many reasoning tasks.

Ranked #30 on Arithmetic Reasoning on GSM8K (using extra training data)

Arithmetic Reasoning GSM8K +1

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