Adaptive Block Floating-Point for Analog Deep Learning Hardware

no code implementations • 12 May 2022 • Ayon Basumallik, Darius Bunandar, Nicholas Dronen, Nicholas Harris, Ludmila Levkova, Calvin Mccarter, Lakshmi Nair, David Walter, David Widemann

Analog mixed-signal (AMS) devices promise faster, more energy-efficient deep neural network (DNN) inference than their digital counterparts.

Quantization

Syntactical Analysis of the Weaknesses of Sentiment Analyzers

no code implementations • EMNLP 2018 • Rohil Verma, Samuel Kim, David Walter

We carry out a syntactic analysis of two state-of-the-art sentiment analyzers, Google Cloud Natural Language and Stanford CoreNLP, to assess their classification accuracy on sentences with negative polarity items.

General Classification Sentiment Analysis