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1
FastIF: Scalable Influence Functions for Efficient Model Interpretation and Debugging ...
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2
ExplaGraphs: An Explanation Graph Generation Task for Structured Commonsense Reasoning ...
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3
Inducing Transformer’s Compositional Generalization Ability via Auxiliary Sequence Prediction Tasks ...
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4
Integrating Visuospatial, Linguistic, and Commonsense Structure into Story Visualization ...
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5
Summary-Source Proposition-level Alignment: Task, Datasets and Supervised Baseline ...
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 ...
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7
Finding a Balanced Degree of Automation for Summary Evaluation ...
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