Publications & Preprints

Repro: An Open-Source Library for Improving the Reproducibility and Usability of Publicly Available Research Code
Daniel Deutsch and Dan Roth
arXiv
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Re-Examining System-Level Correlations of Automatic Summarization Evaluation Metrics
Daniel Deutsch, Rotem Dror, and Dan Roth
NAACL 2022
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Benchmarking Answer Verification Methods for Question Answering-Based Summarization Evaluation Metrics
Daniel Deutsch and Dan Roth
ACL Findings 2022
pdf

Question-Based Salient Span Selection for More Controllable Text Summarization
Daniel Deutsch and Dan Roth
arXiv
pdf

Understanding the Extent to which Content Quality Metrics Measure the Information Quality of Summaries
Daniel Deutsch and Dan Roth
CoNLL 2021
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A Statistical Analysis of Summarization Evaluation Metrics Using Resampling Methods
Daniel Deutsch, Rotem Dror, and Dan Roth
TACL 2021
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Towards Question-Answering as an Automatic Metric for Evaluating the Content Quality of a Summary
Daniel Deutsch, Tania Bedrax-Weiss, and Dan Roth
TACL 2021
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Is Killed More Significant than Fled? A Contextual Model for Salient Event Detection
Disha Jindal, Daniel Deutsch, and Dan Roth
COLING 2020
pdf

SacreROUGE: An Open-Source Library for Using and Developing Summarization Evaluation Metrics
Daniel Deutsch and Dan Roth
NLP-OSS 2020
pdf code

A General-Purpose Algorithm for Constrained Sequential Inference
Daniel Deutsch,* Shyam Upadhyay,* and Dan Roth (* = equal contribution)
CoNLL 2019
pdf code slides bib

Summary Cloze: A New Task for Content Selection in Topic-Focused Summarization
Daniel Deutsch and Dan Roth
EMNLP 2019
pdf code data slides talk bib

A Distributional and Orthographic Aggregation Model for English Derivational Morphology
Daniel Deutsch,* John Hewitt,* and Dan Roth (* = equal contribution)
ACL 2018
pdf code data slides talk bib