10 citations · 28 across the 4 of their papers we have counts for
7 papers
Text Summarization with Oracle Expectation
Yumo Xu, Mirella Lapata
Extractive summarization produces summaries by identifying and concatenating the most important sentences in a document. Since most summarization datasets do not come with gold lab…
Text Summarization with Latent Queries
Yumo Xu, Mirella Lapata
The availability of large-scale datasets has driven the development of neural models that create summaries from single documents, for generic purposes. When using a summarization s…
Generating Query Focused Summaries from Query-Free Resources
Yumo Xu, Mirella Lapata
The availability of large-scale datasets has driven the development of neural models that create generic summaries from single or multiple documents. In this work we consider query…
Meta Dialogue Policy Learning
Yumo Xu, Chenguang Zhu, Baolin Peng +1
Dialog policy determines the next-step actions for agents and hence is central to a dialogue system. However, when migrated to novel domains with little data, a policy model can fa…
Query Focused Multi-Document Summarization with Distant Supervision
Yumo Xu, Mirella Lapata
We consider the problem of better modeling query-cluster interactions to facilitate query focused multi-document summarization (QFS). Due to the lack of training data, existing wor…
Bootstrapping a Crosslingual Semantic Parser
Tom Sherborne, Yumo Xu, Mirella Lapata
Recent progress in semantic parsing scarcely considers languages other than English but professional translation can be prohibitively expensive. We adapt a semantic parser trained…