Trainable Citation-enhanced Summarization of Scientific Articles

Scientific Article Summarization Using Citation-Context and Article's Discourse Structure

We propose a summarization approach for scientific articles which takes advantage of citation-context and the document discourse model. While citations have been previously used in generating scientific summaries, they l…

Book Review: The Structure of Scientific Articles: Applications to Citation Indexing and Summarization by Simone Teufel

Contextualizing Citations for Scientific Summarization using Word Embeddings and Domain Knowledge

Citation texts are sometimes not very informative or in some cases inaccurate by themselves; they need the appropriate context from the referenced paper to reflect its exact contributions. To address this problem, we pro…

Comparative Graph-based Summarization of Scientific Papers Guided by Comparative Citations

With the rapid growth of scientific papers, understanding the changes and trends in a research area is rather time-consuming. The first challenge is to find related and comparable articles for the research. Comparative c…

Scientific Paper Extractive Summarization Enhanced by Citation Graphs

In a citation graph, adjacent paper nodes share related scientific terms and topics. The graph thus conveys unique structure information of document-level relatedness that can be utilized in the paper summarization task,…