Analyzing sentence fusion in abstractive summarization
While recent work in abstractive summarization has resulted in higher scores in automatic
metrics, there is little understanding on how these systems combine information taken from …
metrics, there is little understanding on how these systems combine information taken from …
DiscoFuse: A large-scale dataset for discourse-based sentence fusion
Sentence fusion is the task of joining several independent sentences into a single coherent
text. Current datasets for sentence fusion are small and insufficient for training modern …
text. Current datasets for sentence fusion are small and insufficient for training modern …
QA-align: Representing cross-text content overlap by aligning question-answer propositions
Multi-text applications, such as multi-document summarization, are typically required to
model redundancies across related texts. Current methods confronting consolidation …
model redundancies across related texts. Current methods confronting consolidation …
[PDF][PDF] Supervised sentence fusion with single-stage inference
Sentence fusion—the merging of sentences containing similar information—has been
shown to be useful in an abstractive summarization context. We present a new dataset of …
shown to be useful in an abstractive summarization context. We present a new dataset of …
Understanding points of correspondence between sentences for abstractive summarization
Fusing sentences containing disparate content is a remarkable human ability that helps
create informative and succinct summaries. Such a simple task for humans has remained …
create informative and succinct summaries. Such a simple task for humans has remained …
Improvements in multi-document abstractive summarization using multi sentence compression with word graph and node alignment
The present work proposes a scheme for multi-document abstractive text summarization
using node-aligned Word Graph based representation of clustered sentences. In the first …
using node-aligned Word Graph based representation of clustered sentences. In the first …
[PDF][PDF] A lightweight and high performance monolingual word aligner
Fast alignment is essential for many natural language tasks. But in the setting of
monolingual alignment, previous work has not been able to align more than one sentence …
monolingual alignment, previous work has not been able to align more than one sentence …
Neural sentence fusion for diversity driven abstractive multi-document summarization
The lack of multi-document based models and the inaccuracy in representing multiple long
documents into a fixed size vector inspired us to solve abstractive multi-document …
documents into a fixed size vector inspired us to solve abstractive multi-document …