Alexander H. Miller

Alexander has worked in multi-domain research engineering management, supporting research engineers in London, Tel Aviv, and New York. He is advanced in state-of-the-art areas including natural language processing, dialog, reinforcement learning, speech/audio, computer vision, bias in Artificial Intelligence, machine translation, and creative AI.

Alexander's Publications

April 07, 2020

RESEARCH

RANKING & RECOMMENDATIONS

Retrieve and Refine: Improved Sequence Generation Models For Dialogue

Sequence generation models for dialogue are known to have several problems: they tend to produce short, generic sentences that are uninformative and unengaging. Retrieval models on the other hand can surface interesting responses, but are…

Jason Weston, Emily Dinan, Alexander H. Miller,

April 07, 2020

April 07, 2020

RESEARCH

COMPUTER VISION

Mastering the Dungeon: Grounded Language Learning by Mechanical Turker Descent

Contrary to most natural language processing research, which makes use of static datasets, humans learn language interactively, grounded in an environment. In this work we propose an interactive learning procedure called Mechanical…

Zhilin Yang, Saizheng Zhang, Jack Urbanek, Will Feng, Alexander H. Miller, Arthur Szlam, Douwe Kiela, Jason Weston,

April 07, 2020

April 07, 2020

RESEARCH

NLP

ParlAI: A Dialog Research Software Platform

We introduce ParlAI (pronounced “parlay”), an open-source software platform for dialog research implemented in Python, available at http://parl.ai. Its goal is to provide a unified framework for sharing, training and testing dialog models;…

Alexander H. Miller, Will Feng, Adam Fisch, Jiasen Lu, Dhruv Batra, Antoine Bordes, Devi Parikh, Jason Weston,

April 07, 2020