Search Results for author: Richard Diehl Martinez

Found 8 papers, 3 papers with code

Attention-based Contextual Language Model Adaptation for Speech Recognition

1 code implementation Findings (ACL) 2021 Richard Diehl Martinez, Scott Novotney, Ivan Bulyko, Ariya Rastrow, Andreas Stolcke, Ankur Gandhe

When applied to a large de-identified dataset of utterances collected by a popular voice assistant platform, our method reduces perplexity by 7. 0% relative over a standard LM that does not incorporate contextual information.

Automatic Speech Recognition Automatic Speech Recognition (ASR) +2

Automatically Neutralizing Subjective Bias in Text

1 code implementation21 Nov 2019 Reid Pryzant, Richard Diehl Martinez, Nathan Dass, Sadao Kurohashi, Dan Jurafsky, Diyi Yang

To address this issue, we introduce a novel testbed for natural language generation: automatically bringing inappropriately subjective text into a neutral point of view ("neutralizing" biased text).

Sentence Text Generation

Using General Adversarial Networks for Marketing: A Case Study of Airbnb

no code implementations29 Jun 2018 Richard Diehl Martinez, John Kaleialoha Kamalu

In this paper, we examine the use case of general adversarial networks (GANs) in the field of marketing.

Marketing

Grapevine: A Wine Prediction Algorithm Using Multi-dimensional Clustering Methods

no code implementations29 Jun 2018 Richard Diehl Martinez, Geoffrey Angus, Rooz Mahdavian

We present a method for a wine recommendation system that employs multidimensional clustering and unsupervised learning methods.

Clustering

Ignition: An End-to-End Supervised Model for Training Simulated Self-Driving Vehicles

no code implementations29 Jun 2018 Rooz Mahdavian, Richard Diehl Martinez

We introduce Ignition: an end-to-end neural network architecture for training unconstrained self-driving vehicles in simulated environments.

Theory of Machine Networks: A Case Study

no code implementations26 Jun 2018 Rooz Mahdavian, Richard Diehl Martinez

We propose a simplification of the Theory-of-Mind Network architecture, which focuses on modeling complex, deterministic machines as a proxy for modeling nondeterministic, conscious entities.

The Impact of an AirBnb Host's Listing Description 'Sentiment' and Length On Occupancy Rates

1 code implementation25 Nov 2017 Richard Diehl Martinez, Anthony Carrington, Tiffany Kuo, Lena Tarhuni, Nour Adel Zaki Abdel-Motaal

There has been significant literature regarding the way product review sentiment affects brand loyalty.

Applications

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