Search Results for author: Erik Mueller

Found 3 papers, 0 papers with code

Learning to Control Latent Representations for Few-Shot Learning of Named Entities

no code implementations19 Nov 2019 Omar U. Florez, Erik Mueller

Our proposed solution is straightforward and simple: we train a controller to execute an optimal sequence of reading and writing operations on an external memory with the goal of leveraging diverse activations from the past and provide accurate predictions.

Few-Shot Learning Management +3

Aging Memories Generate More Fluent Dialogue Responses with Memory Augmented Neural Networks

no code implementations19 Nov 2019 Omar U. Florez, Erik Mueller

By storing KB embeddings into a memory component, these models can learn meaningful representations that are grounded to external knowledge.

Dialogue Generation Response Generation

Telephonetic: Making Neural Language Models Robust to ASR and Semantic Noise

no code implementations13 Jun 2019 Chris Larson, Tarek Lahlou, Diana Mingels, Zachary Kulis, Erik Mueller

While techniques exist for desensitizing features to common noise patterns produced by Speech-to-Text (STT) and Text-to-Speech (TTS) systems, the question remains how to best leverage state-of-the-art language models (which capture rich semantic features, but are trained on only written text) on inputs with ASR errors.

Data Augmentation Decoder +1

Cannot find the paper you are looking for? You can Submit a new open access paper.