Search Results for author: John M. Conroy

Found 7 papers, 0 papers with code

RANLP 2019 Multilingual Headline Generation Task Overview

no code implementations RANLP 2019 Marina Litvak, John M. Conroy, Peter A. Rankel

The task measures the performance of multilingual headline generation systems using the Wikipedia and Wikinews articles in multiple languages.

Descriptive Headline Generation

Two to Five Truths in Non-Negative Matrix Factorization

no code implementations6 May 2023 John M. Conroy, Neil P Molino, Brian Baughman, Rod Gomez, Ryan Kaliszewski, Nicholas A. Lines

In this paper, we explore the role of matrix scaling on a matrix of counts when building a topic model using non-negative matrix factorization.

Clustering document understanding +4

Summarization from Leaderboards to Practice: Choosing A Representation Backbone and Ensuring Robustness

no code implementations18 Jun 2023 David Demeter, Oshin Agarwal, Simon Ben Igeri, Marko Sterbentz, Neil Molino, John M. Conroy, Ani Nenkova

Academic literature does not give much guidance on how to build the best possible customer-facing summarization system from existing research components.

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