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Bansal, Mohit (7)
The 2021 Conference on Empirical Methods in Natural Language Processing 2021 (7)
., Ramakanth (2)
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Hits 1 – 7 of 7
1
FastIF: Scalable Influence Functions for Efficient Model Interpretation and Debugging ...
The 2021 Conference on Empirical Methods in Natural Language Processing 2021
;
Bansal, Mohit
;
Guo, Han
. - : Underline Science Inc., 2021
BASE
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2
ExplaGraphs: An Explanation Graph Generation Task for Structured Commonsense Reasoning ...
The 2021 Conference on Empirical Methods in Natural Language Processing 2021
;
Bansal, Mohit
;
Bauer, Lisa
. - : Underline Science Inc., 2021
BASE
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3
Inducing Transformer’s Compositional Generalization Ability via Auxiliary Sequence Prediction Tasks ...
The 2021 Conference on Empirical Methods in Natural Language Processing 2021
;
Bansal, Mohit
;
Jiang, Yichen
. - : Underline Science Inc., 2021
BASE
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4
Integrating Visuospatial, Linguistic, and Commonsense Structure into Story Visualization ...
The 2021 Conference on Empirical Methods in Natural Language Processing 2021
;
Bansal, Mohit
;
Maharana, Adyasha
. - : Underline Science Inc., 2021
BASE
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5
Summary-Source Proposition-level Alignment: Task, Datasets and Supervised Baseline ...
The 2021 Conference on Empirical Methods in Natural Language Processing 2021
;
., Ramakanth
;
Bansal, Mohit
;
Dagan, Ido
;
Ernst, Ori
;
Goldberger, Jacob
;
Lepioshkin, Michael
;
Shapira, Ori
. - : Underline Science Inc., 2021
Abstract:
Aligning sentences in a reference summary with their counterparts in source documents was shown as a useful auxiliary summarization task, notably for generating training data for salience detection. Despite its assessed utility, the alignment step was mostly approached with heuristic unsupervised methods, typically ROUGE-based, and was never independently optimized or evaluated. In this paper, we propose establishing summary-source alignment as an explicit task, while introducing two major novelties: (1) applying it at the more accurate proposition span level, and (2) approaching it as a supervised classification task. To that end, we created a novel training dataset for proposition-level alignment, derived automatically from available summarization evaluation data. In addition, we crowdsourced dev and test datasets, enabling model development and proper evaluation. Utilizing these data, we present a supervised proposition alignment baseline model, showing improved alignment-quality over the unsupervised ...
Keyword:
Computational Linguistics
;
Machine Learning
;
Machine Learning and Data Mining
;
Natural Language Processing
;
Text Summarization
URL:
https://underline.io/lecture/39850-summary-source-proposition-level-alignment-task,-datasets-and-supervised-baseline
https://dx.doi.org/10.48448/jb9p-zd26
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6
Continual Few-Shot Learning for Text Classification ...
The 2021 Conference on Empirical Methods in Natural Language Processing 2021
;
., Ramakanth
;
Bansal, Mohit
. - : Underline Science Inc., 2021
BASE
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7
Finding a Balanced Degree of Automation for Summary Evaluation ...
The 2021 Conference on Empirical Methods in Natural Language Processing 2021
;
Bansal, Mohit
;
Zhang, Shiyue
. - : Underline Science Inc., 2021
BASE
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