Masaaki Nagata

Enumeration of Extractive Oracle Summaries

2017

To analyze the limitations and the future directions of the extractive summarization paradigm, this paper proposes an Integer Linear Programming (ILP) formulation to obtain extractive oracle summaries in terms of ROUGE n . We also …

Domain Adaptation of Machine Translation with Crowdworkers

2022 · arXiv (Cornell University)

Although a machine translation model trained with a large in-domain parallel corpus achieves remarkable results, it still works poorly when no in-domain data are available. This situation restricts the applicability of machine translation when the …

Neural Headline Generation on Abstract Meaning Representation

2016

Neural network-based encoder-decoder models are among recent attractive methodologies for tackling natural language generation tasks. This paper investigates the usefulness of structural syntactic and semantic information additionally incorporated in a baseline neural attention-based model. We …